{
 "cells": [
  {
   "cell_type": "code",
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2025-01-05T08:02:44.479466Z",
     "start_time": "2025-01-05T08:02:44.471426Z"
    }
   },
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ],
   "outputs": [],
   "execution_count": 36
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-05T08:02:44.495222Z",
     "start_time": "2025-01-05T08:02:44.482505Z"
    }
   },
   "cell_type": "code",
   "source": [
    "file_name = f\"../../logs/8/test.csv\"\n",
    "file_name = r\"E:\\File\\Document\\Obsidian\\工作记录\\PINN\\叶片结冰\\实验V2\\logs\\60\\test.csv\""
   ],
   "id": "f3913b5163550be5",
   "outputs": [],
   "execution_count": 37
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-05T08:02:44.526227Z",
     "start_time": "2025-01-05T08:02:44.496280Z"
    }
   },
   "cell_type": "code",
   "source": "df = pd.read_csv(file_name)",
   "id": "45b70806afcf6bfb",
   "outputs": [],
   "execution_count": 38
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-05T08:02:44.541844Z",
     "start_time": "2025-01-05T08:02:44.527229Z"
    }
   },
   "cell_type": "code",
   "source": "df",
   "id": "2298f0d59955cb86",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "      pred_classes  label_classes  \\\n",
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       "\n",
       "                                            pred_powers  \\\n",
       "0     [-0.8939276337623596, -0.8937869668006897, -0....   \n",
       "1     [2.1814961433410645, 2.190561294555664, 2.1867...   \n",
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       "...                                                 ...   \n",
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       "5480  [-0.9945313334465027, -0.9951446652412415, -0....   \n",
       "\n",
       "                                            true_powers  \n",
       "0     [-0.949250340461731, -0.9486560821533203, -0.9...  \n",
       "1     [2.4791581630706787, 2.478626251220703, 2.4772...  \n",
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       "4     [-0.8083328008651733, -0.8086143732070923, -0....  \n",
       "...                                                 ...  \n",
       "5476  [1.9203979969024658, 1.9235268831253052, 1.925...  \n",
       "5477  [-0.8097981810569763, -0.8092708587646484, -0....  \n",
       "5478  [-0.526833713054657, -0.5247059464454651, -0.5...  \n",
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       "5480  [-1.072903037071228, -1.0728715658187866, -1.0...  \n",
       "\n",
       "[5481 rows x 4 columns]"
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>pred_classes</th>\n",
       "      <th>label_classes</th>\n",
       "      <th>pred_powers</th>\n",
       "      <th>true_powers</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
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       "      <td>[2.1814961433410645, 2.190561294555664, 2.1867...</td>\n",
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       "      <th>...</th>\n",
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       "      <th>5476</th>\n",
       "      <td>0</td>\n",
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       "      <td>[1.553256869316101, 1.558579921722412, 1.57083...</td>\n",
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       "      <th>5480</th>\n",
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       "<p>5481 rows × 4 columns</p>\n",
       "</div>"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 39
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-05T08:02:44.794376Z",
     "start_time": "2025-01-05T08:02:44.542845Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import ast\n",
    "\n",
    "df = df[df[\"pred_classes\"] == df[\"label_classes\"]]\n",
    "df['pred_powers'] = df['pred_powers'].apply(lambda x: ast.literal_eval(x) if isinstance(x, str) else x)\n",
    "df['true_powers'] = df['true_powers'].apply(lambda x: ast.literal_eval(x) if isinstance(x, str) else x)"
   ],
   "id": "2b81a72c068350e8",
   "outputs": [],
   "execution_count": 40
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-05T08:02:44.857115Z",
     "start_time": "2025-01-05T08:02:44.795711Z"
    }
   },
   "cell_type": "code",
   "source": [
    "df[\"mean_pred_power\"] = df[\"pred_powers\"].apply(lambda x: np.mean(x))\n",
    "df[\"mean_true_power\"] = df[\"true_powers\"].apply(lambda x: np.mean(x))"
   ],
   "id": "b786ff4ebfc415ef",
   "outputs": [],
   "execution_count": 41
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-05T08:02:44.872826Z",
     "start_time": "2025-01-05T08:02:44.858188Z"
    }
   },
   "cell_type": "code",
   "source": "df[\"mean_power_diff\"] = df[\"mean_pred_power\"] - df[\"mean_true_power\"]",
   "id": "7665b2d586490f47",
   "outputs": [],
   "execution_count": 42
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-05T08:02:44.889013Z",
     "start_time": "2025-01-05T08:02:44.874281Z"
    }
   },
   "cell_type": "code",
   "source": [
    "normal_df = df[df[\"label_classes\"] == 0]\n",
    "icing_df = df[df[\"label_classes\"] == 1]\n",
    "\n"
   ],
   "id": "6192ccd4a658393",
   "outputs": [],
   "execution_count": 43
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-05T08:02:45.014017Z",
     "start_time": "2025-01-05T08:02:44.890113Z"
    }
   },
   "cell_type": "code",
   "source": [
    "\n",
    "\n",
    "# 使用 Seaborn 绘制列 B 的分布图\n",
    "sns.histplot(normal_df['mean_power_diff'], kde=True, color='blue')\n",
    "plt.title('Distribution of Column mean_power_diff')\n",
    "plt.show()"
   ],
   "id": "c53d1ed5fca6ea5d",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 44
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-05T08:02:45.108291Z",
     "start_time": "2025-01-05T08:02:45.014017Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 绘制列 A 和列 B 的散点图\n",
    "plt.scatter(normal_df.index, normal_df['mean_power_diff'], color='green')\n",
    "plt.title('Scatter Plot of A vs B')\n",
    "plt.xlabel('Column A')\n",
    "plt.ylabel('Column B')\n",
    "plt.grid()\n",
    "plt.show()"
   ],
   "id": "898cf7da0d3132bc",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 45
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-05T08:02:45.219684Z",
     "start_time": "2025-01-05T08:02:45.109369Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 使用 Seaborn 绘制列 B 的分布图\n",
    "sns.histplot(icing_df['mean_power_diff'], kde=True, color='blue')\n",
    "plt.title('Distribution of Column mean_power_diff')\n",
    "plt.show()"
   ],
   "id": "3f7453f26bdf342",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 46
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-05T08:02:45.313474Z",
     "start_time": "2025-01-05T08:02:45.220714Z"
    }
   },
   "cell_type": "code",
   "source": [
    "normal_df.boxplot(column='mean_power_diff', grid=True, notch=True)\n",
    "plt.title('Box Plot of Column A')\n",
    "plt.ylabel('Values')\n",
    "plt.show()"
   ],
   "id": "8c4276256cfd6d03",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 47
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-05T08:02:45.376477Z",
     "start_time": "2025-01-05T08:02:45.314526Z"
    }
   },
   "cell_type": "code",
   "source": [
    "icing_df.boxplot(column='mean_power_diff', grid=True, notch=True)\n",
    "plt.title('Box Plot of Column A')\n",
    "plt.ylabel('Values')\n",
    "plt.show()"
   ],
   "id": "e960a5689656122c",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 48
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-05T08:02:45.392833Z",
     "start_time": "2025-01-05T08:02:45.376477Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 绘制散点图，使用标签区分颜色\n",
    "\n",
    "sorted_df = df.sort_values(by=['label_classes'], ignore_index=True)\n",
    "\n"
   ],
   "id": "f58b9623eeaf8ecc",
   "outputs": [],
   "execution_count": 49
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-05T08:02:45.564140Z",
     "start_time": "2025-01-05T08:02:45.393836Z"
    }
   },
   "cell_type": "code",
   "source": [
    "sns.scatterplot(data=sorted_df, x=sorted_df.index, y='mean_power_diff', hue='label_classes', palette=['blue', 'orange'])\n",
    "\n",
    "# 添加标题和标签\n",
    "plt.title('Scatter Plot of mean_power_diff')\n",
    "plt.xlabel('Index')\n",
    "plt.ylabel('Mean Power Diff')\n",
    "plt.legend(title='Label')\n",
    "plt.grid()\n",
    "plt.show()"
   ],
   "id": "3c23fa5098390880",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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Hy7KIiYnh66+/LrU9KEuPHj0AeO655xg/fjwOh4NOnToRHh5Ojx49mD59Oh999BFt27YlODiYHj16cNttt/HZZ58xYsQIbr/9dnr27InP52PXrl3MnDmTO+64g4EDB9Zr/40ePZqxY8dy9913k5OTw9ChQ/njjz948MEH6dOnD5dffnm5NlfWrr9abn3y3HPPMWzYMIYPH86NN95IUlISubm5bNmyha+//rrUFuj0009nxowZ3HTTTZx33nns3r2bhx9+mISEBDZv3lyndQwICGD06NFMmDABn8/HE088QU5ODpMmTSrNM3nyZEaPHs2oUaO48847CQoK4uWXX2bNmjV8+OGH5YSxE088kZKSEn766adybgFOOukkHnzwQWw2GyeccEJpelhYGC+88ALjx4/nwIEDnHfeecTGxpKWlsaqVatIS0s77MtBdbntttuYOnUqp512Go888ghxcXG8//77bNiw4S+XrfyNaVg7ZUX5a3z00UfWJZdcYnXo0MEKCwuzHA6H1apVK+vyyy+31q1bVyH///73P2vAgAFWcHCwFRYWZvXp08d6++23S7evW7fOGj16tBUeHm5FR0db559/vrVr1y4LsB588MFyZd17771W8+bNLbvdXm61xo4dO6wxY8ZY4eHhpctdDXl5edb//d//WZ06dbKCgoJKlxfffvvtVkpKSmk+wLr55pur3Q9VrQQ5lMpWkRQWFlp333231bp1a8vhcFgJCQnWjTfeaGVmZpbLd7h2VUZ1y63p6qearHiprB+3b99uXXXVVVaLFi0sh8NhNWvWzBoyZIj1yCOPlMv3+OOPW0lJSZbT6bS6dOlivfHGG6Wrff7sGKZO48ePr1a7TL0A64knnrAmTZpktWzZ0goKCrL69Olj/fjjjxXy//LLL9YJJ5xghYaGWi6Xyxo0aJD19ddfV8jn8/mspk2bWkC51WELFy60AKtv376V1mfevHnWaaedZsXExFgOh8Nq0aKFddppp1mffPJJaR7TH2lpadVuZ1nM9RYcHGzFxMRYV199tfXll1/q6ifliLFZVhlvS4qiKEqDsGPHDtq0acOTTz7JnXfe2dDVUZRjErWpURRFURSlUaA2NYqiKHVM2ZAElVFZSI9jFcuyKCkpOWyegICAI1oxpSh/RuO5khRFUY5CduzYUeoUsarPQw89RFJSEpZlHfNTT/PmzfvT9tY0jpmiVBe1qVEURalD3G43f/zxx2HzNG/evJw35GOZ3NzcUo/GVdGmTZtKHRYqyl9FhRpFURRFURoFOv2kKIqiKEqj4G9lKOzz+di3bx/h4eFqpKYoiqIoxwiWZZGbm0vz5s0Pa1j/txJq9u3bV2XcH0VRFEVRjm5279592MDEfyuhJjw8HJBOiYiIqLVyPR4PM2fOZMyYMVVGYFaqh/Zl7aD9WDtoP9YO2o+1x9+1L3NyckhMTCx9jlfF30qoMVNOERERtS7UhISEEBER8bcaZHWB9mXtoP1YO2g/1g7aj7XH370v/8x0RA2FFUVRFEVpFKhQoyiKoihKo0CFGkVRFEVRGgV/K5ua6lJSUoLH46l2fo/HQ2BgIEVFRX8a86ShcTgcBAQENHQ1FEVRFKXWUaGmDJZlkZKSQlZWVo33i4+PZ/fu3ceE/5uoqCji4+OPiboqiqIoSnVRoaYMRqCJjY0lJCSk2g99n89HXl4eYWFhR3W0XcuyKCgoIDU1FYCEhIQGrpGiKIqi1B4q1BykpKSkVKCpaaA1n8+H2+0mODj4qBZqAFwuFwCpqanExsbqVJSiKIrSaDi6n8D1iLGhCQkJaeCa1D2mjTWxG1IURVGUox0Vag7h72Bn8ndoo6IoivL3Q6efFEVRFEWpmhIPuNMBOwQ3A9vRqw85emvWyJk2bRpRUVF/uRybzcYXX3zxl8tRFEVRlArk7YDVD8DMITB7OKx/Cgr2NHStqkQ1NX+BK664gqysLGbMmNHQVVEURVGU2iVvB8waAoXJ/rSVd8H2d2HUdxBSdbTshkI1NYqiKIqilMfnha1vlBdoDNmrIXV+/depGhwVQs3kyZMZMGAA4eHhxMbGctZZZ7Fx48ZyeSzLYuLEiTRv3hyXy8XIkSNZu3ZtA9X4z3n66afp0aMHoaGhJCYmctNNN5GXl1ch3xdffEHHjh0JDg5m9OjR7N69u9z2r7/+mn79+hEcHEzbtm2ZNGkSXq+3vpqhKIqi/B0pToed06vevu1t8OTXX32qyVEh1MybN4+bb76ZJUuWMGvWLLxeL2PGjCE/399hU6ZM4emnn+bFF19k2bJlxMfHM3r0aHJzcxuw5lVjt9t5/vnnWbNmDe+88w5z5szhrrvuKpenoKCARx99lHfeeYeFCxeSk5PDRRddVLr9xx9/5LLLLuPWW29l3bp1vPbaa0ybNo1HH320vpujKIqiNGZKiqE4A7wFBxPsYA+qOr/deVQaDB8VNfrhhx+44oor6NatG7169eLtt99m165dLF++HBAtzbPPPst9993HOeecQ/fu3XnnnXcoKCjggw8+aODaV85tt93GqFGjaNOmDSeccAIPP/wwH3/8cbk8Ho+HF198kcGDB9OvXz/eeecdFi1axK+//grAo48+yj333MP48eNp27Yto0eP5uGHH+a1115riCYpiqIojY0SN+RshN/vgDmjYfHlkL4UAlzQ/oaq9+t4MwS66q+e1eSoNBTOzs4GICYmBoDt27eTkpLCmDFjSvM4nU6OP/54Fi1axPXXX19pOcXFxRQXF5f+z8nJAUSYONTxnMfjwbIsfD4fPp+vWvW0LKv0Y/6bfX/++WcmT57M+vXrycnJwev1UlRURG5uLqGhofh8PgIDA+nbt2/pPh07diQqKoq1a9fSv39/li9fzrJly8ppZkpKSigqKiIvL6/UiV5N6mzyW5aFx+M56jwKm/OijgH/GtqPtYP2Y+2g/Vh71Hpfpv8K804Hn1v+Z26A3d9Dn6eh+RkQPR0yV5Xfp/kpEN4D6vF8Vre9R51QY1kWEyZMYNiwYXTv3h2QmEwAcXFx5fLGxcWxc+fOKsuaPHkykyZNqpA+c+bMCp6DAwMDiY+PJy8vD7fbXa26ejwevF5v6RSY+d61axenn346V155JXfffTfR0dEsWbKEf/7znxw4cKBUMDH7lA2tYFkWxcXF5OTk4PP5uOeeexg3blyFY7vd7lLbmsLCwlKBrTq43W4KCwuZP3/+UWufM2vWrIauQqNA+7F20H6sHbQfa49a7UvXOxXTNgGb/gDugdBDtmUDc5bX3vGrQUFBwZ9n4igUam655Rb++OMPFixYUGHboZ5wLcs6rHfce++9lwkTJpT+z8nJITExkTFjxhAREVEub1FREbt37yYsLIzg4OBq1dXhcBAYGEh4eDi5ubmEh4djs9nYuHEjXq+X559/vlRg+f777wEIDw8nIiKC4OBgvF4vmzZt4rjjjgNg48aNZGdn07t3byIiIujbty87d+6kd+/eh62Hy+Wq0J7DUVRUhMvlYsSIEdVua33h8XiYNWsWo0ePxuFwNHR1jlm0H2sH7cfaQfux9qjVvszeADMHlk/rdCsEJ8DGZ6AoVexm2l4NXSZAUFMIOIydTR1S3Rf3o0qo+ec//8lXX33F/PnzadnSv/49Pj4eEI1N2cjSqampFbQ3ZXE6nTidzgrpDoejwmAoKSnBZrNht9urHZTSZrORk5PDqlWryM/PJzQ0FLvdTlxcHF6vl5deeolx48axcOHCUjsYU77dbsfhcPCvf/2L559/HofDwS233MKgQYMYNGgQAA888ACnn346rVq14vzzz8dut/PHH3+wevVqHnnkkdJ61KTOJr/NZqu0H44Wjua6HUtoP9YO2o+1g/Zj7VErfRloBwr9/6P7QHgi/HaLP80Ctj4PaT/CCT+LwNMAVLetR4WhsGVZ3HLLLcyYMYM5c+bQpk2bctvbtGlDfHx8OXWb2+1m3rx5DBkypL6rW465c+fSr18/RowYQb9+/ejTpw9Tp07l6aef5oknnqB79+68//77TJ48ucK+ISEh3H333VxyySUMHjwYl8vF9On+JXRjx47lm2++YdasWQwYMIBBgwbx9NNP07p16/psoqIoitIYccZAeHv///bXwvonK8+bsxFyN1a+7SjiqNDU3HzzzXzwwQd8+eWXhIeHl9rQREZG4nK5sNls3HbbbTz22GN06NCBDh068NhjjxESEsIll1zSYPWeNm0a06ZNw+fzkZOTQ0RERDmNye23314u/+WXX176+4orruCKK64A4JxzzqnyGGPHjmXs2LFVbjdGyoqiKIrypxTug5zNkL4YorrDcW/Az2PA5wFnM8gvY6caGAbtroLYkWCVgC0QLJ9/+TcWBEWDI6yhWlOBo0KoeeWVVwAYOXJkufS333679MF/1113UVhYyE033URmZiYDBw5k5syZhIeH13NtFUVRFOUYJH8XzD0Vsss4rk04FcYshc2vgM0BASFQUiACzuD/waYX5WP5ILovDHoLNj4POz4QQSfxHOj5MIR3gMPYuNYXR4VQUx1tg81mY+LEiUycOLHuK6QoiqIojQlPHqy4q7xA02y4aGJyN0K7q8VepsP1sOEZ6P0E/H6bTDsZek6EuaeJtsew62NI/hFOXg7h7eqrNVVyVAg1iqIoiqLUIcWpsPtTCAyFpMuh1YXgyYTF/wDvwRA+dgecNB/ydoI9sLxA03QQZPxWXqAxeLJh88vQa3KDrY4yHBWGwoqiKIqi1BFF+yWWU3AcDP9M/vsKYcH5foEGxK7mp1EynZS/q3wZMQNg/88Vyw6KgR4PQvxJkLUK8raDt6hu23MYVKhRFEVRlMZKURrsmA4BodD/JVh6HXhyZMrIKimfNzAc2lwBWWsgrPwqZEoKwXGIP7TgOBj6AaTMFludH4+Db7vC2ofFx00DoEKNoiiKojRWilIkjpM3X4SZgl0Q0an8Kids0PcZGP0LRPeWKaSITmI0bNj7NbS+sHzZvR6F3/4JaQv9aSVFsPYx2DoVfPXvsV6FGkVRFEVprLhzIHUeZCyBlFkQ1QuSLhVHe4beT0KT42DuKZC9BvZ9Iw74Br8j2huQKavCfdDuWgl0OeJLCGkFuZsrP+66xyu3v6lj1FBYURRFURor3hwICIaCfeBsCr0ni/Ay5AOZTrIFihHw6gehMEWCVc49HbBg/RQYNFU0PMUZENUTEs+FVf+BXTOgSZ+qj+vJBm/14jXVJqqpURRFUZTGSkAwZK+WVU+tLhBjX08OrLoPhrwPHW8FXzGk/ATNhkFxJhIbAchYBuuegLwdIqAUp8P8c2DXJ9D6AnBEHea4LvnUM6qpURRFUZTGSkiiGP52v1+mig4cjK6dtQpW/kemkfI2Qexw6DxBNCwAwfEw9CMIcIqxcXCsOOXLXi3bCnaBI1KMhYv2Vzxu++vBFV9/7TyIamoaCS+//DJt2rQhODiYfv368csvvzR0lRRFUZSGJqQlHPeahDZoOlD+G1qdJ9qXgFDo/gAsuBACIyQ8wogvoWDPQS/BFuz8EFLny36OMHBnyZTVoGkQmlT+mC3Pgo63iEBUz6imppbJzIT9+yE7G6KiIDYWoqPr9pgfffQRt912Gy+//DJDhw7ltdde45RTTmHdunW0atWqbg+uKIqiHMXYoclA8UlTlA5D3oXt/5NN8SfCro9kKmnvVzINtekFGPkDYIOIjrDmYdnWYpx/9VP+LojsKpqfZTdBt/+IvY4nB4KbwYGVDTL1dLC1Sm2xZ4+Niy6CLl1g0CDo3Bkuugh2767b4z799NNcffXVXHPNNXTp0oVnn32WxMTE0phaiqIoyt+UolRY/19Zwp10odjY9H8BbAGADdJ+gZ0fw4HfJf/+OTK9ZJVAzgYRaGx26HgzuFqIbY7PDVl/QMLJkL8dfr0OFpwnAs7c0yCyM4Q0b5DmqlBTSxQWBnPttTBzZvn0mTPhmmtEg1MXuN1uli9fzpgxY8qljxkzhkWLFtXNQRVFUZRjg+JUWdI97CMRUlLnQ2R3CYcQFCNRtnM3Q1hbyR87EiwPFCbDns8lLf4k2D9PlneP+EK+1zwEbf4BXf4t5Vg+cdg36keIO6mhWqvTT7VFZqaDmTMrj1A6c6ZMSdXFNFR6ejolJSXExcWVS4+LiyMlJaX2D6goiqIcO/g80OsRWHotdL0LUubAqntlW49HJJDlokvFhmbbW+J8ryBZlnD73JKv6XBwhEJJPqy6Hwa9De5MyN8BiedD0iWyYMqVAK64KipSP6imppbIzj58yPXs7Lo9vu2QkO+WZVVIUxRFUf5mBEWJAGILAJvDr30BWPMguFpKaIQtr8Nxb4gQtO8rCIqE5qdKvoSTIaa/LAfPWCJTTeseF6/DGUtg5T2w+n5ZWVVYyUqoekQ1NbVEZKT1J9vr5rhNmzYlICCgglYmNTW1gvZGURRF+ZvhjJPo2i3PkhVMZbFKYPZwGDhVBJSs1dD+Olmi7WwCOR5oc5UIOUmXiQbH0GcKrH5IloYb9n4jxxnwSoMs5wbV1NQa0dEexoypXLAZMwbqSr4ICgqiX79+zJo1q1z6rFmzGDJkSN0cVFEURTk2cEZBeDvxKePJqbg9IATWPgp//B8knidehrPXQokbghOg440S22nfdxB3vOzT+hLI3SJBLge8DCfOgdGL4IQ5stS7rKBTz6imppZwuYp44w1nBWPhMWPgzTfrdln3hAkTuPzyy+nfvz+DBw/m9ddfZ9euXdxwww11d1BFURTl6MeyoOXZ4D4gvmoyV0h6cJwEpAwMhbxt0HSoaGgO/Ap2J6yeCDlrYeA08W3z++1wyiroche0vgjWPwn9X5TVVL5i8OaBPUjS8raBtwgCg+u9uSrU1CItW1pMn24r9VMTGSkamrr2U3PhhReSkZHBQw89RHJyMt27d+e7776jdevWdXtgRVEU5ejFsiRApS0AFl8hS7m3H4yePfh/ErQydzNE94WILrDiDon9lHSZCC0Fe8Q4OPEc8W2z4g7ocJNMW7W//qC34f2itQlvD54s8Toc0VGidatQc+wTHV33Qkxl3HTTTdx00031f2BFURTl6CR/B+z5WgSO+BNkNdPwLwELVvzbH2G733Ow4FyZcmp5nqRFdpZ8BbsgrAP0mizCz4oJMOxTceRn+URTs/cbMRiO6CreiFueBS3PkKmvekZtahRFURSlseE76DwvqoesforoKt/2QNGmpC+UfBEHhZeiVNG0BEVB7jZof6NMO5UUiY1MVE/RzORulmmm0FZSzq83QtwoGPIhJIwV4Smykzj7awBUU6MoiqIojY2i/ZC7FQJDIKav/M5YKsuumw3152t7hf+3LUCMf9PmS2iF9tdLXKf1T4HlhfjRgCX57A5x0NftHtj3g8SBKkv3ByC8I4S2pD5RTY2iKIqiNDbcWaJN2fKaCCFFyRDTD7ZNBVugaFsAInvJ9sBw+V/iEYEmd5P8Do6FhDESSsEeBInnioBjs4mDPk8u7PlCBJ5+z4rdTuJ5sPYxKNxX781WoUZRFEVRGhsBTihMkQjc9iDY/ZmkeXJg96fQ/tqDGS3Y8b54HR7xNfgKZUoqZxNEdQZvgQhHXe+F9MXQ8daD01A7oOkg2P05HP+lTHOtfwrWPCpTWCO/FUd/vpJ6bbZOPymKoihKYyM4ViJpd5kgBsCWD4rSILSNCDGjF0rMpuA4cbrX+mKZesrbDuufgCHvw44PZGVTl3+De5045ANY8xi0u0qWg3e5A1bcJfY7hq1vSiDMYZ+Jh2J7QL01WzU1iqIoitLYsEpgzcOw6gFxotfqAtj6BnT9N7S9UgQbT54YAXf/PxFCPNkigMSdKCuagpuKfU3BXnG+584RLc32aaKFCQiVbWUFGkNRKuyZcTAaeP2hQo2iKIqiNDbcmTJd1OdxKNgmUbh9btHEdLhRbG2cMZC9XlY5bf+ffAeGi1+a1Hlg2SC6P4S2gAAXrJ4EWKLR8ZWID5s9X1Rdh91fgDujnhosqFCjKIqiKI0OC9pcBptekqmndU9Aj4fEj4w7SzQ5dofkyV4vS7exgSMc0pdBzAAJr9DtHlj7hDjlK9wN2EVASjxH9gk4jIO9gGCw1a+YoUKNoiiKojQ2HFHQYhzs+xaSf4BW50l07YxlsswbwNVKwiekL5ZVTfvniEamST9IPAN+nyDTUXs+FWGo3XWw9zvo/xIcWCEeh1tfWHUd2l0Nzmb10lyDCjWKoiiK0thwxohRsM0O6/8rS65jR8gqpcIUCGsnmhjLKzYySReLliZ/B9iA4gOQt/Wgo70kKNgNIc2h+VhZEu4rEkPj8A7Q4oyKx28yQDwL22z12mwVahoB8+fPZ9y4cTRv3hybzcYXX3zR0FVSFEVRGpqQFmIg7HPDgguh73MybZSxAkZ8IcEtPbki/KybAs1GQNoi2deTDc2Gi2DT9R6xwUn+AfDB9rcl9EJAEKQtgQ43wOB3xT9NyzPhuDfkExhR701Woaa2Kc4US/D0pZCzUf7XMfn5+fTq1YsXX3yxzo+lKIqiHCM4wqHHJFm2nbMOfugr9jOtzoKd0yWPswn0fEi0LXnbJOSBI1pWOkV0gpTZ0HSIrGLqcrdMOe2eAaHtJBTCittlJVVwM+h0m/izCYqCRZeBO73em6x+amoRW+EeWHotpMz0J8aPgYFvQmhinR33lFNO4ZRTTqmz8hVFUZRjlPB2MGYp7P5EhJGgaNj1sQgr/V+CrW+JXUz+Lsj8Hdr8AwJCICQBgs8Ab75obbr8W6J0d7kTXM3Bmy0GyCBCzY73ZarLpIH4qKlnVFNTSwTbCysKNCD/l15TLxobRVEURalAWGvoPAFG/ig2NXnbZOopIBi2vSXf0d0l789jYN5p4GohtjTh7cVLcEhLsbcpyoABr4iNTWgSYoBzkLICTVCMCFD1jAo1tYSjJBPboQKNIWUmFO+v3wopiqIoiuWDvB3iHThjKaTNk9hOnW8Hb67EgyophtT5sO1taHY8HPeKeA0uToUDv0PmctHWHPc65G2Gjc+JHU7m77LCqTL6PCEanXpGp59qCZsn+/AZ3H+yXVEURVFqE8sSjczsUSLADP8Mdnwo/mryt8Ov18lvZwxsf1emmJIugVnDJMTCvu8ACyK6yIqnnM3ipA9kafiIL0TLE9YGNr8i9jaR3SRCd+zweg2PYFBNTS1hOSIPnyHoT7YriqIoSm1SuA/mnSkCDYiQk/wj2J2wdaosZtn1Cfi8smopug9selHsaEqKxZ/N9v9Bx5skbevr/rKL0yBtAUT1guAW0PdZOHEODPkAYo8HV0KDNFmFmlrCExCNFT+m8o3xY8AZV78VUhRFUf7eFO2Hwr1lEmwibGT+LpoakIjd3lwxEM7fDmkLJT1rNTQ5ToJgpsyW1U3uMrahLc6QcAk/9IXNL4hWZ/OrMGso7PxAhKIGQIWaWqLI54KBb4gAUxaz+slZdwZTeXl5rFy5kpUrVwKwfft2Vq5cya5du+rsmIqiKMpRjrdAvh1RMOxTKE6H/q9AVDeI6ilegrvdJwa9nlwJfOlsenBnS5Z993wYtrwOFmW2AW2vkNALAAeWw7apsqrKmwer7oPC5PprZxlUqKlFLFdLGDodTl8PY5bI99DpdbqcG+C3336jT58+9OnTB4AJEybQp08fHnjggTo9rqIoinIU40oQ/zLHvQprJsGyGyTy9i8XQLtrYNhHkL4Efj5FBJzgWGgz3r//9ndlxdPxX4vtTMeb/dsCQ0RTUxklhRKluwFQQ+Haxhldp1qZyhg5ciSWZdXrMRVFUZSjnOBY6P24+KDJ2y7CScEeKNghNjFbXoe0Xw5mtkmASk82tLlcBBqArW9Cxq/Q9krR+HS6FTLXSoyow2F31GHDDnPYBjmqoiiKoih1iyMcWl8Ce7+Cvs/A9ncgZ71sC4ouI9Ag00cRneGPB2Qp9vFfQbf/gxFfwfAZ4pDv99vFxqbvk6LBcbWo/Liu5iJQNQAq1CiKoihKYyUwTGxh7IGQPFMCUNqDwJNVPl9IS9j3gxgMr3sCtr8HzU8DXwlkrZGQCdhg54eQtwXWPg79n/drbBxRkHQpdLgFRnzZID5qQKefFEVRFKVx4s4RAaTDzbDjPZlaKimC0NZwqBuSlmfB3LEw8G0ISRTfNZ5M2P8TuNNEEOrxAKyeJL9z1sP6J2H4pyL42IDt70t62kLR1IS2qvcmq1CjKIqiKI0NXwmk/gIBgRKg0ggxq+6Fwf+Dwv2yZDvjV0m3B4m/miVXwEnzYOW94kAv4ST45VywSqDjLTIVVVIo+6YvgeRZsv/GZ/3H3v8TrH8CTvpFYk/VIzr9dAh/B4Pbv0MbFUVR/tYU7hOPvosug59PhtYXSHpRKiy8GAp2wcC3oOlgSQ8MFa/BQdESyTsoSuI7+bwi0IA45lt8Oez/Gfo+LTY18SeWF2hKj58s9jne/PpobSkq1BzE4RBL7YKCggauSd1j2mjarCiKojQyvAUSz6k4XaaRdn0Kne+Qbe5McZS38QXxU3PqKlmt1Poi0diUFEDuZogZIJoWW5lJHW++rJpaPB6GvC/hEqpi18dQnFG37TwEnX46SEBAAFFRUaSmytr6kJAQbDbbn+wl+Hw+3G43RUVF2O1Hr5xoWRYFBQWkpqYSFRVFQED9x+VQFEVR6gGbDdIX+v9vfFYidY/4SgQY9wHY9ZmES+hwPYS1hZZni1YmvD3kbICmQySsQusLJCBmWfK2yrJvV3zVdbBKykfurgdUqClDfLycHCPYVBfLsigsLMTlclVbEGpIoqKiStuqKIqiNEIckRAUUz5tw9MQ3Ru2vgWp8/zpeZuhx8PgK4KgJhDaFjrdJoLRH/eLRqakGHbPQFwLI6ucOt0Oxfth7aOV1yFhjExn1SMq1JTBZrORkJBAbGwsHo+n2vt5PB7mz5/PiBEjjvopHYfDoRoaRVGUxo4rDjr+E/Z84U+L6CLTQWUFGoD218OKO2S5d49JsG0aND9Z7HJ8Hlh0qaygOv4rEW4iOkL+TvBkyOqq5qfBvm/LlxkQAr2fqPdgzirUVEJAQECNHvwBAQF4vV6Cg4OPeqFGURRF+ZsQ1QO63i1+ZwKCofcUWPuIf7vNLjY1TQdD3i0ypdT+Otj0HDQdeNArsE0Em43Pyqf3FJm6OvAbtDgdllwlnooTz4aNz8u2+NHQ7mqg/l+gj14DEEVRFEVRjpzgZtD1Hjh1rSyvdsWLnxpD32chZyNkr/Mv+ba8ksfywf65IrgYAkLE67AjUoyFS4rFTiftFxFoEs+FzrfLcvL9P5c/Vj2hmhpFURRFaawERcnqpXVPiFfg5qdC1ioIaydehk1k7bZXwMbnwH7QQ3DhPkj+AXo+JBqbPV/I/p5c2PeN5AlwQXQfWHSx/M/6o/yxY4+vp0b6UU2NoiiKojRmivZLVO11k6HZUPEY3OoC2PaObE/+QdJbXQAhzSGmH+Rtg16PwMJLoNnxcPJyOO4N0f54c2W/wr2wfVrVx93wrCwtr0dUU6MoiqIojRV3jgg1AcHgyYFfr4eBb8jU0a6PJU/SpRAYCd0fhBV3Qq+Dq5m2vQMnzhH7mdmjIG4k9HpMDIP3fiPanII9MiXVeQI4m8n0lc0O296Ggp3ifTgwpN6aq0KNoiiKojRWslbJ9NOBFRA3SnzLzDsdhn4CcSdI4MmEU4ASEUKSv4fiNLGNSV8i01XL/wW9Hwd3Nuz8GFqMO+jLZqPY0UT3kTwFu+SYASHQ7V4RdgLD67W5Ov2kKIqiKI2R4kxY9R/RnASGQdJlImRYloRFaHWexHNyRMDy22TKCcQQ2OeBdleJb5umQyR93WSI7OwPseCIhsTzZMm3EWhAPBL/cT/YnRAQVK9NVqFGURRFURojJQWQu028AzcbDKkLYfgn0OFGyFwugkdYe8jbIX5nguNkv6RLRYMT1hay10LbK8WIGBu4EkX789OJEBQhmp2SKuxmVj8ARWn11VrgKBJq5s+fz7hx42jevDk2m40vvvii3PYrrrgCm81W7jNo0KCGqayiKIqiHO3Yg0RQccVL9O2ivRKgst11MkWU8avY2hxYCr5icGeJj5nonmJv44iE0CRxoFe0/6B2JlTsZSyvaHYOF/spZ4OUW48cNUJNfn4+vXr14sUXX6wyz8knn0xycnLp57vvvqvHGiqKoijKMURwM+gzBUJai33L1rdgxb8hZx00GSh5bMh2gOSZ0P8l8TOz9U3I3yV+bkoKodME2D9HDIyL0yV/wR7xLlwV4R1kCqoeOWoMhU855RROOeWUw+ZxOp0as0hRFEVRqktEV9jxP+j7DGx4HjreAEuvFs/Brc6HvO0yNRU7SmxocreAOx0iu8PyW2HMEjiwHBLPgdnDILIbNBsh007pi6H7/aLtqczRXs9HRLCqR44aTU11mDt3LrGxsXTs2JFrr722xoEnFUVRFOVvhTcH1k+BxeOh54MHp6FSYe1jsvopOEGEnX5Pw44PAS+se1KWdXe9R4JVWj7wueV7/RToMkFWVIGUM/hdCC6jcLA7ofeT4vumnjlqNDV/ximnnML5559P69at2b59O/fffz8nnHACy5cvx+msXL1VXFxMcbF/Pi8nJweQAJQ1CVj5Z5iyarPMvyval7WD9mPtoP1YO2g/1h417kt3kXycoZCxBooLwBEvxr+h3aEwEyL6QupyaDYKvBbYQmDNk9D3OXC2gKz14GwOuKSs9S/D8K9h9cOQthzc/4UBUyUquOUT7YwzDuzBUEvnvLrttVmWZdXKEWsRm83G559/zllnnVVlnuTkZFq3bs306dM555xzKs0zceJEJk2aVCH9gw8+ICSk/pwBKYqiKIpy5BQUFHDJJZeQnZ1NRERElfmOGU3NoSQkJNC6dWs2b95cZZ57772XCRMmlP7PyckhMTGRMWPGHLZTaorH42HWrFmMHj1ao3T/RbQvawftx9pB+7F20H6sPWrclyUe2PAkbHoJ+r8IVgmsngitL4DUBZCxFBzhMPJHmD9OfNJ0vlOWeIcliaM+T47Eihr6IRRnSKwnd1b548T0hyHvy0qrOsDMtPwZx6xQk5GRwe7du0lISKgyj9PprHRqyuFw1MmFVVfl/h3RvqwdtB9rB+3H2kH7sfaodl86HNDxOijeBzY34IGCTRDRBjY/BxSCpxCsHCjeA3s/hg5Xwpp7YMi74Nkv5cQNhLQ5cGAZuJMrHufAL5C3BiISa7OZZZpRvXFz1BgK5+XlsXLlSlauXAnA9u3bWblyJbt27SIvL48777yTxYsXs2PHDubOncu4ceNo2rQpZ599dsNWXFEURVGOZkISoO9/ZYVT9kZJK0oRTYyhOEOibo9eIJG987aK47yAg6YazU+TGE77DuNKZevb4PPVVSuqxVEj1Pz222/06dOHPn36ADBhwgT69OnDAw88QEBAAKtXr+bMM8+kY8eOjB8/no4dO7J48WLCw+s3roSiKIqiHHN486AkX7wEgwSrbH+Df3vyj3DCHFg3BQr2yuqm7e+KQTHItJXPDQGH8TsTGAI2W921oRocNdNPI0eO5HA2yz/++GM91kZRFEVRGgElbjjwKyy6HPJ3wMgfZMl17ibwZEOnf8GmFyFltoRH2PuV2MW0PAP2zIDB74lWxyqB5NnQ6oKDIRMqof11DS7UHDWaGkVRFEVRapn87RKnyZ0pYQ6wYMTnEthy1X9EsBnxJQz/DPZ8Kftsfw/aXSPGwYv/IaESQpMguhfEnyTeiQ+lzRXiQbiBOWo0NYqiKIqi1CIlHtj0iviOGfIepPwEwbHiCXjodPDmiiYnNBFC2/lDGpQUiLO+vk9JtO4Dv8H+n6DN5bDrE+gxCYqSoSgdYkfI6ilHlMSaamBUqFEURVGUxognV6aeEs+GzFUQ1R3mnylCDkBQNASEylJvuxNang7rHpNtxWmipXElQHQ/0cSsnwJtx0ugS3rDvq9gwXmy5BsbND8VBrwEoa0bpr3o9JOiKIqiNE5K8mXaqOXZEN4OVt4tYRF6PAjDPoF+z0NMP3A2EwNhTx50vLV8GYXJ0PwU2PGeGA3v/RHc2ZD8rQTH9OSI4NP1Lmh+Muz8CAr3N0hzQTU1iqIoitI4KU6HpIslsjY2aDYcki6D9U/C6kngiIDej0Nxqkwx7fwQTpglGpdtU2WZd8IpEtE7qhdkLIOWp4nQsvYxmW7q/xKEtIC1kyF3I4R3gui+EuQyKLLem6xCjaIoiqI0RuwO2PkptLsSfF5Z3bTwAv/0kydHDIb3zxXBJOsPmDVMonB3+icEhIOzCZQUioBkeSFv28Fglhac+DNk/ApzT/UfsygVfh4NA9+GpEsgoH7tbHT6SVEURVEaI44IidK99U0xBl472S/QGAKcsPM9aPMPf1rafFh0CdjtMoUV4BQBqdkI2P25TGX1e15CJay6r/JjL79VjInrGRVqFEVRFKUxEhwP3R8QnzRFaZD5e8U8+bsgOA4yfoPu/we2ALDZocejoslZdS8EhoG3EHxFMrWUtU781pQUyKcyvLmitalndPpJURRFURojAUGyEqn/y2APFDuXkiLZFn+SLNF2NoNej8H8s8TeZsxisLvAVyhGwrmbIWeTTE8FBEH8CbDhabAHQ8txhz++rf5FDBVqFEVRFKWx4oyRT+F+aDMetrwOA16Bgl2w/HZwH5AVT0M/klVNu2dARCfRzoD4tclaBTaHeBn2FUHRflke7s0Toag4reJxXQmybz2j00+KoiiK0thxxUG3+6Db/0mk7bWPiUADsOl52PE+OEIgKAbW/xey14pmx5MnNjQZi2H7/wC7GA7Hj4YNz0K/Z8Xepiz2IBjyAbia13MjVVOjKIqiKH8PQhOhzaXwbbeK25r0h3VPQvf7RKDZkgVDRkHHm8WrcGhbmYpadgv0ekSWfyeeA9vfgRFfwb5vZXtEF2h/LYS1b5A4UKqpURRFUZS/C+4DYuR7KEFNZLWSO0sMhwv3Qup88W1jd0osqJZnAl6Jxt3yLPAVS0DM1IUQ2R16TxFNUGTXel/KbVChRlEURVEaM0XpkL0ODiz3x3cy2ALE43BEJ3Gyt/1daH89BLggpjesfVjCKWx7G6J6QM+H4acTYNkNMu3kLYTEM8XpXkhLCG7SIE00qFCjKIqiKI2V3M0w92SZcvrtFrF3CWsn21zN4fivwdkUfr1WhJn0RRJaoddk2PcDtLsW5p0u9jZpi8SOpqQQCvaAJ1/K2DZNYkZteBZyt4ijvwZCbWoURVEUpTFSsBd+Okk0Lcd/BZYFm16E/s9LFO4BL8OvN8hKKIAtr0o07z8mQe+DYRDWTZbpKpsDwpIg+QfR4oz4UlZBzR7md+iXMgs2PAUnzYUmAxqkyaqpURRFUZTGSM4GmV7q9QgsukyWYG97G36fAEM+hJzNfoEGYO83sHoidLwRwtpCZGeJ9wRiX+OIFEGnz5OAJVNQh3ooLimQYxWm1Fcry6FCjaIoiqI0RrLWQJc7RIjx5MgqpoBgyNkoq5X2flE+v80O+bth+b9g8ZXikdh+0OB3/xyJA9XuWvkuTgdvfuXHzd0kwTAbAJ1+UhRFUZTGSERH8LnFrgZg71fQ6kLY+oasXAoIkfSQVtDtP7LqyZsjNjY5W2RFVNIlYjODBXm7JDjm1qmyBPxwWA1jV6NCjaIoiqI0RiK7yYonw56vYMwSSJ0Le7+G7g+KwDPgFTEiztvqz9viLGh9PvSYCGkLJV9JHqybBqGtILq3hEEIS4LOEyA44aAgY5Ogl86GWQWlQo2iKIqiNEZCW4G3AAJDZaqo063iNK/nI+KTJiha4kItvUb80pRl7xewpjn0eQpOnAMHfhdvw3u/hBPnQvJM2RaWBL/fDnnbZL/AMFn2HeCq37YeRG1qFEVRFKWxEtZGhBi7A+JGyeqkhRfC5ldh/zyxozlUoDFsfUuEn5CW0HQQBLogpr9oZFbeA00HwqJL/QINiDHy77dD+pL6ad8hqKZGURRFURorRamipRn6EaQtljRHFHS4URzm5W8vk9kmGpaSAvnrKxbnesUZsOo+2PUpDP0QitIgpi8k/yhCTGWs+g80OQ6Cm9Vl6yqgQo2iKIqiNFbytsIf/wetLhLD4cBwGPqBCB25m2HgVIm03f0+CG0DniwxEM78HTa9JNNJBbth65tS3oo7Ycj7ENoactZXfdyc9RLRu55RoUZRFEVRGiM+L+Qf9EOz7yto97loXzY8DZkrIaafeBceOl2WcWev8e8be7x4G3Y1l6CVIBqevk+JPU1wAgRFVX3ssPYVQzLUA2pToyiKoiiNkfydInjYg2Dg2zJVlHAypMwWo+F2V0tE7kMFGoDUebB2sghBJtp2++tg3RRY8xC0OBUSzxa/N5XRYyIEx9Zl6ypFhRpFURRFaYzs+kQc7fV/CbZNhQXni8FwVC+I6CrLuIMiKwo0hj1fQGEytBgn/5sNESd83jxY9k+J/TT4PfFvY7AHQZe7IKJLnTevMnT6SVEURVEaG74SyPhVhJBRP0rAyq53S/ynDjfAuschIBSKDxymEEuc8YUmiWGxz+Pf1PxkWPeohEPoM0VsdXxuCAyBHR/CqnvEONkRVtctLYcKNYqiKIrS2LAHiM1M5u+Q+gs4ImQ59tbXoe2VkL8DsB1+dZItUOI9OWOgxyTR2jibyGqooGgRaLL+kOCYIMvDTSyo6N4ydUX9CjU6/aQoiqIojQ1fCSSMEWNhVwI0PxV2fwbb3xOtSkAwYEl8qKZDKi+j7RUS/6mkSASWsA7Q6wnZlr0Omgwsn79scMvYURAYURctOywq1CiKoihKY6NoP6x+GPq/AFE9IagZuA8AljjgS7pM8q19TOI+JYz172sLgLZXiXYmfzssuwnmjIFl10GzoTKtlLUGWp3njx9VloAQ6HgTBDjqpall0eknRVEURWlsWF7Y9zVEdYMDK6HlOMiIk+XYuz+DYZ9A1mrIWCoehjvcCB1ulqmm4DjR0KT9AvNO92tgMn+HHe/DifPghJkSguHEObD8n5CxTPI0OQ4GvCp2OA2ACjWKoiiK0tgIDBEbmqBoCYmQOgcGvAybXxLbmEWXQu8noM9/Zcm23SmxnUISRcOSv0dsZcpOKQFEdIaSfBF2steCqwV0/Cf0e1782AQ3lSjfDYROPymKoihKY8PZFPo+De5McMVD2gKYfyYM/RhanQ8BYRDWFra8Cj+dAD8OgF/OgvSFElahOBWK0yqW2+sxWHSJCDQgcaNW3QMzB4udTQMKNFBNoWbChAnk5+cDMH/+fLxeb51WSlEURVGUv0h0b3G21+5qsZHp/yLsnwstz4aT5sHvE2Ql06BpMOxjcZi3433IXAVY5cuy2aHTbVCcLoJSZay6Fwr312WL/pRqTT+98MIL3H333YSGhjJq1CiSk5OJja1/T4GKoiiKolQTRzjEHS/2LYUpMPc0SXclSOTu9teKgLLpZYkLVVIkq6JKCkS7Y5Zv2wJE8PFkQ/riqo+Xu+ngMu6Go1pCTVJSEs8//zxjxozBsiwWL15MdHR0pXlHjBhRqxVUFEVRFOUv4D4gQS0Nkd3AkyvO9KL7ihO+1LkSUiFhLORsgvDOEuxy/lnQ4SbY9y1kr5cVT1URkgi2+l/xVJZqCTVPPvkkN9xwA5MnT8Zms3H22WdXms9ms1FSUlKrFVQURVEU5QixfGIoXBZPjjjmKymEpVdLFG7Dzo+g480QNxLiT4JTVoiGZvZIwIJej0KAS/Y9lB4PQkhCHTbmz6mWTc1ZZ51FSkoKOTk5WJbFxo0byczMrPA5cOBw7pYVRVEURalXfF4x5i1LxjJZFbV9WnmBxrDpJRF8AkMgutdB7ctBG5u1j8CQ98oHq7QFQJc7/TGiGpBqaWomTJjAww8/TFhYGD///DNt2rQhMFBXgyuKoijKUU1AkETT3vdtmURLPrs+FfuazndAeHuZjrI7JBDm3m+g6SDJHhjq3zV9CayeJEvBA0PFV01MPwhpKTY8DUy1NDUvvPACeXl5AJxwwgmqkVEURVGUY4GidGg2HFzNy6e7s8XHzMCpsP0dsZ1ZcD4suED81cQetI8tTAF3BkR29e+b9Qcs/ofk3/qWCDc562HjczJ9lbcdStz11sSyqKGwoiiKojRG8nZB1irY9DwMmiq2NXu/htjjRRAZ8AosvVKc8Rl8btj0AoS2hug+sOxmEYiGvC+CT/5Of96w9jDwLVh0mXgfNtidcPxXEDtSNEX1iBoKK4qiKEpjoygN8rbAgvNEUElfIvGehn8GzlhYfJks6y4r0JRl/VMQdwKEtZFl3vPPgl6PQ2grwCZeiIMTYOOz5QUakGXd88bB6evFwV89Ui2h5qyzzuKss84iLy+PiIgINm7cqH5qFEVRFOVoxZMD294SgQbAmyfegx3hcGC5rGA68FvV+we6DkbiHgALL4KQVuCMhpV3i3digGGfwpbXK9/f54bU+UenUGNQQ2FFURRFOQbwFsCB3yumx/STKN3B8Qe1LlVgc0BYO1ntBDJVteRq/0qqFmeIwFJSUHUZBXuOvP5HSLUkk5ycHCIiIgDo06cPBQVVN8LkUxRFURSlgQgMkZVNORsq2RYOhftkWbezqYQ+OJS242XZduFeGPCaOPArFWhOh+anisYmvAPkbq68Ds2G1V57qkm1Vj9FR0eTmpoKQFRUFNHR0RU+Jl1RFEVRlAYmqAm0v7F8WsszwRkPba6Q/3/cD4PfgdA2/jw2u3gQbnsVBMdBh5vB8kDaQn+eDjfCbzfLdFbXeyo/fmR3iOhUq02qDtXS1MyZM4eYmBgAfv755zqtkKIoiqIofxFnFDQdCF3vhnVTRCPT9kqYexIM+wxy1oqzPHsQDJsOvhLxEhzSUjQ8xudMs6Gw6FJ/eISILpC7BawSsbnJ+BWOex3WPgb5O8TPTasLxfOwq/69C1dLqDn++OMr/a0oiqIoylFKaCtxrNfmH1B8QDQzPi+suAuGfgiLx0vAy+aniGFxUBOwBZZ3oufJhswV0PNhWard6bbyXoi3vAZRvaDrXSI4YYOYAYe316lDamztu3nzZr788kt27NiBzWajbdu2nHnmmbRtW78WzoqiKIqi/AnBzSTadt42SF8kaV0mwMILodt/IOUnmHs6pWEQwtrCiC8gqof8D3DJ97onYOh0EYqCIssfI2sVLLtJfkd2hRPn1HWrqqRGQs3kyZN54IEH8Pl8xMbGYlkWaWlp3H333Tz22GPceeeddVVPRVEURVFqSvEBCXlgecDZTLwDB8WIgW/WWtjxXvn8edtgwYUw8nvwFYE9WASdtF8gfgwcWAYJo6HJcTL1dCh9nxVbnAaiWobCILY0//d//8d9991Heno6ycnJpKSkkJaWxj333MM999zD/Pnz67KuiqIoiqLUhOTvYcl42DYN2l0FjihxuNfhRthaiY+Z0CTo+zQsuhi+6QzzToX+L8p+nkwoToWV90DXe6WMwDDZL6oXDP0YIrvVX9sqodqamldffZVrrrmGiRMnlkuPiYnhoYceIiUlhVdeeUXDJCiKoijK0UDuFhFAQJZfd7hB/NSEtREjXk9OxX36PQ9LroSiFPmft01scAa9LZ6FA1zinXjBebK0+7hXxdYmdwtkr4WWZ9Rf+yqh2pqaX3/9lcsvv7zK7ZdffjlLliyplUopiqIoivIXKNoPOZvKO8BbcqX4jglrBwX7ZBqqLJ3+JYKOEWgM2Wvgl7NhwzPQ9goxCG55FrS+SAQadybs+x6SLoUAZ1237LBUW6jZv38/SUlJVW5v06YNKSkpVW5XFEVRFKWeKEgGb67f0BfA54FV94qws+l56Hizf1t4e/ESfGgcp7KkzAS7C8YsEbuZJVdLpO7Vk2S5eFDD+6qrtlBTVFREUFDV0TYdDgdud8OEGlcURVEUpQz522HP55B0ScVt3lyZQgqOhY7/FF817W+ATS8efil2cCzghd9ugc0v+0MkFO6VaN97Phd/Nw1IjVY/vfnmm4SFhVW6LTc3t1YqpCiKoijKXySkBez6DIZ9IpqZshqYfd9D26vht3/KlNGwj8Xp3oo7od3VYjtTUlSxzK7/AXc2JP9Q+TFX3QsJJ0NoYt20qRpUW6hp1aoVb7zxxp/mURRFURSlgQlJFK3Lokug50PQ+XaJA+VsJlNNoW1g/2zY8b58hn4kwsy6x2HQO/DrdeJ4z9DmH6L1SZlV9TGLMw7ucwwINTt27KjDasD8+fN58sknWb58OcnJyXz++eecddZZpdsty2LSpEm8/vrrZGZmMnDgQF566SW6dWvY5WOKoiiKctThShBfM/PGwYp/i8AS0hKi+4kH4ZAWMOpH8Ra861PwFUPS5bD1DdHSHPcaWF4xHA5tDeGdDzryiz3MQW1ynAakxh6F64r8/Hx69erFlVdeybnnnlth+5QpU3j66aeZNm0aHTt25JFHHmH06NFs3LiR8PDwSkpUFEVRlL8xER3hpLlQmCKRuENail2Ms4msfnJnQ3hH6DVZYjbFjoKMpXDgN1h4EQSEiB+a417xx3EKb3fQZ01WxeO1OF00QQ3IUSPUnHLKKZxyyimVbrMsi2effZb77ruPc845B4B33nmHuLg4PvjgA66//vr6rKqiKIqiHBu4EvwCiTdfBJz8XeDOEo/BBXth92eilWl3nYRIyN8h4RNczSFhjHwDZP4B2/8Hg6bB4svAm+c/TkQn8XFzaAiFeuaoEWoOx/bt20lJSWHMmDGlaU6nk+OPP55FixZVKdQUFxdTXFxc+j8nRxwNeTwePB5PrdXPlFWbZf5d0b6sHbQfawftx9pB+7H2OOK+9BRA8jdQUgyueAmfsOM9SC0TCSBloXgGHvYJdB3mTy9Mhez14qvGKoHUJXDcu7LqyZ0FTQdL2AVnPNTROa5ue22WZVl1UoO/gM1mK2dTs2jRIoYOHcrevXtp3rx5ab7rrruOnTt38uOPP1ZazsSJE5k0aVKF9A8++ICQkJA6qbuiKIqiKLVLQUEBl1xyCdnZ2URERFSZr0aaGq/Xy/vvv8/YsWOJj4//y5WsKTabrdx/y7IqpJXl3nvvZcKECaX/c3JySExMZMyYMYftlJri8XiYNWsWo0ePxuFw1Fq5f0e0L2sH7cfaQfuxdtB+rD2OuC+3vg1rH4GBb0LWGtj/E+z/2b89pAX0fwG2vA7JM8X2ps/TsnpqxAyYf07VZQ98E1qdf+SNqgZmpuXPqJFQExgYyI033sj69euPqFJHihGgUlJSSEhIKE1PTU0lLq7qaKBOpxOns6LLZofDUScXVl2V+3dE+7J20H6sHbQfawftx9qjxn3pTQN3MgRHQpATrAKg0L+972T47Too2C3/214Mm/8LbS8EZ0T5vBUq44Q6Pq/VbWu1PQobBg4cyMqVK2u621+iTZs2xMfHM2uWf3282+1m3rx5DBkypF7roiiKoijHHPEnijFwxjII7yRO9wzhHcU+xgg0ABGdIXsdJJ4jWp0mAyov1xYI0X3qtu41oMaGwjfddBMTJkxg9+7d9OvXj9DQ0HLbe/bseUQVycvLY8uWLaX/t2/fzsqVK4mJiaFVq1bcdtttPPbYY3To0IEOHTrw2GOPERISwiWXVOICWlEURVEUoaRY/Ms0Gy5ef8cuA0ogsptE1o7sJmETylKcBq0vFq/EKTPhuDdkKurQyN4DXhHD46OEGgs1F154IQC33npraZrNZiu1bykpObK4D7/99hujRo0q/W9sYcaPH8+0adO46667KCws5Kabbip1vjdz5kz1UaMoiqIoVeEtgOQfYek1MPANSP0F8rbC4n/AwLcgcznk767oX2b7e9DjIQl8WZgMq/4jXodT58KB5bLMu9UFsloq8OhZeFNjoWb79u11UQ9GjhzJ4RZi2Ww2Jk6cyMSJE+vk+IqiKIrS6MjfBQvOA8sHv5wHCWOh1XngPiBLtJsNg8TzIPZ42PAUcPA5nLkCfG5Zrp0yC7L+gLmnQOwImZoqzoDt78LAEQ3avEOpsVDTunXruqiHoiiKoii1zdapItAAYEkwyqRLZHVTUapMPTUbLFNM/Z6B3+8QXzQgwtDJv8HG5/xxoFLnyyeoCYxZCIX7IDcfgqIhOB4CXQ3STEONDYUB3n33XYYOHUrz5s3ZuXMnAM8++yxffvllrVZOURRFUZQjxOuG3I0V07e8Dl3vhvbXiXBzYAVsfBb2z4MRX0LvJ6D7/TB8hoRMGD4Dmgz079/kODhpHiy7Eb7pDD/0k+/VD0LR/nprXmXUWKh55ZVXmDBhAqeeeipZWVmlNjRRUVE8++yztV0/RVEURVGOhJI8iOlXMT1tARTuh7ZXwpqHIao7BCfAns9h3umw9U3Y8yUsuhh+vR72fQ/HfwXjtsEZ22Hox7Dg/PJ+bnxuWP8kbH4VShrOc3SNhZoXXniBN954g/vuu4+AgIDS9P79+7N69eparZyiKIqiKEeI5YNmQ8FRSTymjKWw91sIjhPtSrur/dtyN0sAzLgTIW4UtL1CDI4zlsCuT6BgJ+RU4a9u/X+haF+dNKc61Fio2b59O336VFyT7nQ6yc/Pr5VKKYqiKIryFwluCkXpMOT98r5kXC2g6z3gzoSwdqK58RVB26tEABr0NvR8GIKbQfPTxZ7mp1HgzYXILiL0VIU3DzwNJwvU2FC4TZs2rFy5soLB8Pfff0/Xrl1rrWKKoiiKovwFitIhqhusuEtWPHV/QIyAPVmwfy60PENWNrmai4Fwp9thzCJYeLGsdgIY8h4sHi/+aH6/XTQ7Xe6s+ph2Z4MaC9dYqPn3v//NzTffTFFREZZl8euvv/Lhhx8yefJk3nzzzbqoo6IoiqIoNcGdBeseF6PgAS+J07wtr4ItANpdC51PldXbjkiI6AQBwZC/DTa96Bdo7E6wOaD1hbBuMuRsgOanybSWq4V4IT6UpMsgIKw+W1qOGgs1V155JV6vl7vuuqs0amaLFi147rnnuOiii+qijoqiKIqi1ITC5IN+ZxBHe+HtIXaUaGq2viH+aVxNYcTnsOdbGPyueB5edqO/jACXaHWaDoS1j0qa5YGd0yWI5W83Q942f/7mp4lGyH5EC6trhRoLNQDXXnst1157Lenp6fh8PmJjY2u7XoqiKIqiHClpC8v/z90iH4M7U2xuQlpA+6ugKE1sZrx5/jyebAhpKUbChr3fQufbZVVUt//IdJQnW+xv0hZKOc4mddu2w1BjoeaNN95g5MiRdOjQgaZNm9ZFnRRFURRF+SvYAqraAC3PAnyQvV5CHAQ3h5AEcLsk8GXK7IN5LVm23fxUmZ4qKZIQCwHBEN4Olt0ANjvYg6GkQGJLdbi5ftpXBTXWET311FN06tSJ5s2bc/HFF/Paa6+xYcOGuqiboiiKoihHQrOhgK18ms0uK5uiesDOjyBnI2Qsh/QFYlQcFAV9ngS7w7/PhmfEhqbDTf60ZTdL3KeBb8nqqPgTYMRXMGw6hDSvj9ZVSY2Fmg0bNrBv3z6eeuopIiMjeeaZZ+jWrRvx8fFqU6MoiqIoRwOuBOj1WPm09tdD9pqD8ZxmSuynBefC4itkFVRROkR0lSje8WNECAoMF21Np39Bz4fAEQG+Ylh+G+Ruk+jdwz6FluNkFVUDc0Q2NfHx8Vx88cWcccYZLFiwgOnTp/Pee+/x6aef1nb9FEVRFEWpKY5w6HA9xB0P65+WlUpt/iGBKBf/A4rT/HkLdsGiS+DEuZI/uhcM+wg8uSLYOGMhwAFd7pEyvPkQEHIw1lNwQ7WwUmos1Hz//ffMmzePuXPnsmrVKrp168aIESP47LPPGD58eF3UUVEURVGUmhIULVqZwf+TMAb5u6FgVXmBpiyr7pNwCM4YmYoKiiq/PcABoUd3UOsaCzWnnXYazZo144477uDHH38kMrIS98uKoiiKohwdBLoAl6xiSv256nyZyyWPJwuy1oggFN1bgl46Iuqpsn+NGtvUPP300wwdOpQnn3ySTp06ceGFF/LKK6+wfn0VcSAURVEURWl4LM/h7V46/hNSfpSI2/PPlKCVc8ZC6i+Qt12WgR/l1Fioue2225gxYwZpaWnMmjWL4cOHM3v2bHr16kVCQkJd1FFRFEVRlL+KNw/iTxI7mUMJCIEW42DpNeA7GGW7+wPQ/T+w+kH4oT/MP1t80bhz6rfeNeCI3f6tWLGC2bNnM3PmTObMmYPP56Nly5a1WTdFURRFUWoLR6RE2R7wqoRAKEvvx2Db2/7/rS+W6ael18CB5eA+AKnzYNYw2Pcd+Erqt+7VpMY2NWbFU05ODr1792bkyJFcd911jBgxgoiIY2POTVEURVH+driai6Zm2zuyuqlov2hvwjuBPQh2f+HPm3Qx/HJu5eUsv0X84IQm1ku1a0KNhZqOHTuqEKMoiqIoxxo2GyScKh6Al98OJfkQFAMtzoDOd0DcSEidKx6DPTn+aahDKc4Ad4ZfqCnYB7kbIX0JhCZB00EQkgj2I/Ia85eo8RH/+9//1kU9FEVRFEWpa5zR0OpcaDYESjyADwKcYmfT+mLY+Cx0/Y/4oDkctoPiQ/5O+HmseCc2BLhg1A/QdEi9CzZHZFMzb948xo0bR/v27enQoQNnnHEGv/zyS23XTVEURVGUusAWCAd+kwCVKXNgwXmw4i44aYF4EC7OEBucsgRFi+DT5a6DgSxzYfmE8gINQEkhzD1NHP7VMzUWat577z1OOukkQkJCuPXWW7nllltwuVyceOKJfPDBB3VRR0VRFEVRagt3JqyeCPu+hfztsPgyMQIu3AP7voHk72Hjc9D/+YMaGRv0fBj6vwSWV0ItpMyCgr2w94vKj+HNg6y19dgoocZ6oUcffZQpU6Zw++23l6b961//4umnn+bhhx/mkksuqdUKKoqiKIpSixTsg80vw8hvYd44f3qrC2Hrm/I7fZFoZo7/SjQve7+FP+735933HYyaKcEuq6I4tW7qfxhqrKnZtm0b48aNq5B+xhlnsH379lqplKIoiqIodUTaL7ISKndLeaHEES5Ltw37voWFl8jKqG1T/emuBDj+a9HiHM72Jrp3rVf9z6ixUJOYmMhPP/1UIf2nn34iMfHoW96lKIqiKEoZ7E4RZmyHTNZkrpSl2mWJHQa7Py+TYJPI3L/dAn/cB13vrvwY8aPBVf++62o8/XTHHXdw6623snLlSoYMGYLNZmPBggVMmzaN5557ri7qqCiKoihKbRE7THzUhLYWwcbySvqO92HYJ7Dve3G8B2BzgK9YfjubQN/nIONXWfWUv1NWOPV/CdY/Cfk7IDAU2t8AnSdAcNN6b1qNhZobb7yR+Ph4nnrqKT7++GMAunTpwkcffcSZZ55Z6xVUFEVRFKUWccZD36dg2zToOUmic4MY9657HIZ/BuuegLQFskKqz5OQPBOGvCuRvnd+6C9rw1MyzdT1LnA2E6Gm6VAIahg/djUSaizLYsuWLXTq1Im5c+cSGFj/jnUURVEURfkLBIVD2yuh2XA4sEIMhre9CwW7RPMS2Q2Gfw7e3INxogKg/wvw+wRIuhRsAeXLy1wJy26S3wljIfb4+m5RKdWWSnbs2MGZZ57JmjVrALGtmTFjBn379q2zyimKoiiKUgcERUGT/hDdE0rcEDtKppkCw8o4zCszfVTYGrLXydRU4rmw9tHKy+1wEwSG1HXtq6TahsJ33303RUVFvPvuu3zyySckJCRw/fXX12XdFEVRFEWpS+xB4AiDQJcIOlV5AC446EgvbQHE9IfIrhXzxJ0ATQbUWVWrQ7U1Nb/88gsffvghxx8vaqXjjjuO1q1bU1hYiMvlqrMKKoqiKIpSy5S4oXAfZK0S78Ex/cDVomrj3tBW/t9Lr5JI3wW7YM9XYHdAhxug2TBZ7t2AVFuoSUlJoXPnzqX/W7ZsicvlYv/+/SQlJdVF3RRFURRFqW1KimH/XPjlLCgp8qe3GAfHvVa5YBKSCBGdIWeDeCReeCFE9YC4UaK5aX66aHsamGpPP9lsNuz28tntdjuWZdV6pRRFURRFqSMK9sD8ceUFGoC9X8OWN8BXUnEfV7wYFEcftKO1O4AAifgdd+JRIdBADTQ1lmXRsWNHbDZbaVpeXh59+vQpJ+wcOHCgst0VRVEURTkaSP4RfJ7Kt218FtpdBSGVOM4LayvRt92ZsjJq/zxx5OfNAXcoBEVW3KeeqbZQ8/bbb9dlPRRFURRFqQ/yDxPSyJ0JPu9hdrZgwzOw5dXyyT0mQcdbwBlTK1U8Uqot1IwfP74u66EoiqIoSl1iWWCzQexIWP/fyvNEdjv8kuz0xRUFGoDVD0L8SdBsSK1U9UhR73mKoiiK0lhxZ0k4g23ToCgFEs+D6D4QmiRhDQ6l71MQHFtFWZnicbgqNjwtNjeBwX+93keICjWKoiiK0hhxZ8PWN2HFv/1pyT/C8C/guNdh4zPy3/LJ6qZej0JUr6rLK3FDUVrV24v2H4wTpUKNoiiKoii1SeHe8gINSHiEtY9A+hJodyW0uxasEtHCbHj2oL+a+MrLC4qUlU55WyvfnnCKeCRuQFSoURRFUZTGyO4ZFdOaDhFDXyzY+Lx8ypI8s3JvwQABwdBlAux4F0oKy28Lioaki8EeUPm+9YQKNYqiKIrSGPFkV7HhoH85mx1aXSB2NvgkUKXtT8SCsHYwehH8dgukLwRskDAG+j4jdjoNTI2FmpKSEqZNm8ZPP/1EamoqPp+v3PY5c+bUWuUURVEURTlCWpxRcZXTgeUQO0JiOA2cChlLYfFl4ojP7oA2/xAPwc6mULgHUhfKNFazoRDeQaamYnrD8V/JlJXNBkFNjgofNXAEQs2//vUvpk2bxmmnnUb37t3LOeNTFEVRFOUoIbyjCDCp8/1pW9+EQdMgsjukzoNtZXzQ+Tyw9S0Ibi5Ls+efCT63f3t0Hzj+SzEqdsY0uE+ayqixUDN9+nQ+/vhjTj311Lqoj6IoiqIotYErDoZ8CDveg43PiWal6SCZQup4C3zXs/L9mh5XUaAByFwBf0yC/i8cNWERDqXGQk1QUBDt27evi7ooiqIoilKbhDSHLndC0mWADwIjICgCMn4DqxLPwWHtIHdzRYHGsONd6P5/EJZUl7U+Yqod0NJwxx138Nxzz2kgS0VRFEU5FrDZRbgJaSkCDVS99NoRcXhfND531XGjjgJqrKlZsGABP//8M99//z3dunXD4XCU2z5jRiVLyBRFURRFOXoIbgbNRkDa/PLpeVuhyYCq9wtrC46G9UVzOGos1ERFRXH22WfXRV0URVEURakPnE1g8DswbxxkrymT3hSiekCTgbIy6lD6PgOuhPqrZw2psVCj0boVRVEUpREQlgQnzIKC3ZC3HUJbQUgrmaoa/imsfRy2vSXLvcPbQ5+nZTXVUYw631MURVGUvyuuePkcOuUU0hL6/he6/ltsaALDqg6fcBRxRELNp59+yscff8yuXbtwu8tbSP/++++1UjFFURRFURqQgGAIbd3QtagRNV799Pzzz3PllVcSGxvLihUrOO6442jSpAnbtm3jlFNOqYs6KoqiKIqi/Ck1FmpefvllXn/9dV588UWCgoK46667mDVrFrfeeivZ2VXFmVAURVEURalbaizU7Nq1iyFDhgDgcrnIzc0F4PLLL+fDDz+s3dopiqIoiqJUkxoLNfHx8WRkZADQunVrlixZAsD27dvVIZ+iKIqiKA1GjYWaE044ga+//hqAq6++mttvv53Ro0dz4YUXqv8aRVEURVEajBqvfnr99dfx+XwA3HDDDcTExLBgwQLGjRvHDTfcUOsVVBRFURSlnihKl1AIjnD5HGPUWFNjt9sJDPTLQhdccAHPP/88t956K0FBQbVaubJMnDgRm81W7hMff/SvmVcURVGUo56iNNj1Kfw8Gn7oC4v/AZkrwVvY0DWrETUWagB++eUXLrvsMgYPHszevXsBePfdd1mwYEGtVu5QunXrRnJyculn9erVdXo8RVEURWmUFKVBwR5wZ0P+Llj9ECw4XwSZov2w5wv4oT9k/NrQNa0RNRZqPvvsM8aOHYvL5WLFihUUFxcDkJuby2OPPVbrFSxLYGAg8fHxpZ9mzZrV6fEURVEUpVFRlA67PoOfx0DqfNjwDGSvh80vVsxrlcCy66Fwf/3X8wipsU3NI488wquvvso//vEPpk+fXpo+ZMgQHnrooVqt3KFs3ryZ5s2b43Q6GThwII899hht27atMn9xcXGp0AWQk5MDgMfjweOpvdDppqzaLPPvivZl7aD9WDtoP9YO2o+1x1/qS08ebHwe1v8XutwBu76CzD/AFga4Kt8nZxcUpkNgzJFXuhaobnttVg3XYYeEhLBu3TqSkpIIDw9n1apVtG3blm3bttG1a1eKioqOqMJ/xvfff09BQQEdO3Zk//79PPLII2zYsIG1a9fSpEmTSveZOHEikyZNqpD+wQcfEBISUif1VBRFURSldikoKOCSSy4hOzubiIiIKvPVWFOTkJDAli1bSEpKKpe+YMGCw2pN/iplQzD06NGDwYMH065dO9555x0mTJhQ6T733ntvuW05OTkkJiYyZsyYw3ZKTfF4PMyaNYvRo0fjcDhqrdy/I9qXtYP2Y+2g/Vg7aD/WHn+pL1Nmwy/ngisBOv0LVt4D3e6BZiNh3mky3XQoTQbBsOkQFF0r9T9SzEzLn1Fjoeb666/nX//6F1OnTsVms7Fv3z4WL17MnXfeyQMPPFDjih4poaGh9OjRg82bN1eZx+l04nQ6K6Q7HI46ubDqqty/I9qXtYP2Y+2g/Vg7aD/WHkfUl0EhQCF4D0BwBATaIaY7bH0eej0AK+/y5w0IhrZXQ8ebwZcLJUBwbG02oUZUt601FmruuususrOzGTVqFEVFRYwYMQKn08mdd97JLbfcUuOKHinFxcWsX7+e4cOH19sxFUVRFOWYJSwJAsPAkwWB4RA3GpJnwe7PwBEJx38Fu2eAtwC6/Bs2Pgff9wKfByK7Q/8XIGYAOEIbuiVVckRLuh999FHS09P59ddfWbJkCWlpaTz88MO1Xbdy3HnnncybN4/t27ezdOlSzjvvPHJychg/fnydHldRFEVRGgXBzWHoR2ALgA3/hc63geWVbdumwoILZIl3++tg0aWw4z0RaACy18BPJ0DWyoaqfbU4IqEGxGC4f//+HHfccYSFhdVmnSplz549XHzxxXTq1IlzzjmHoKAglixZQuvWrev82IqiKIpyzGOzQ2Q3GL0Qmg6F1LmQdIl/e0mR+KXJ2w65myopwILf74DijPqqcY2p9vTTVVddVa18U6dOPeLKHI6yy8cVRVEURakhWSth9vEivMSPgeangD0Imp8G+76VPFHdIGNp1WVkLAVvPjgrX3Xc0FRbqJk2bRqtW7emT58+Go1bURRFUY4lCvfDostFIIk7ATrdCjvehW3ToP9L0Op88WHjiABXy6rLcUTJ9NVRSrWFmhtuuIHp06ezbds2rrrqKi677DJiYhrWGY+iKIqiKNXAnQE56yGsHXS4CeafATaHLNde/zjkboXEs8WAOHYkrJkEVKLA6HQrBMfVd+2rTbVtal5++WWSk5O5++67+frrr0lMTOSCCy7gxx9/VM2NoiiKohzN+A4aBHe8CVY/IAbAXe+WMAl7vhRD4DUPy7Lu9VPguDfEBqcsscdD++vBXuOF0/VGjWrmdDq5+OKLufjii9m5cyfTpk3jpptuwuPxsG7dunoxGFYURVEUpYY4Y8TpXmgSZK+TtJh+sPrBinl3fwqWD05dA2kLoTgd4kbJkvCjWEsDR+CnxmCz2bDZbFiWhc/nq806KYqiKIpSm7hawIDX/Eu4A1wyJVUZTQZCq3PBnQlNB4KzKQQ1gYCg+qvvEVKjJd3FxcV8+OGHjB49mk6dOrF69WpefPFFdu3apVoaRVEURTlasdlE2xLRCaJ7ywooR1TFfC3GQYcbYfmtMGsofNcTvu4Iuz4CT/VCFTQk1RZqbrrpJhISEnjiiSc4/fTT2bNnD5988gmnnnoqdvsRu7tRFEVRFKU+cIRBZFexlwlwQf4O8VtjsAeJQLP06vK+aLx5sPgf/mmro5hqTz+9+uqrtGrVijZt2jBv3jzmzZtXab4ZM2bUWuUURVEURallonvDqatg53RZzr3sRlkZ1eJ02PVp5YEtAVY/BEOnQ1DtBYSubaot1PzjH//AZrPVZV0URVEURalr7IEQ3h663gOePDhhFhSlijDz++1V75ezAUoKgEYg1EybNq0Oq6EoiqIoSp1SuB/yd0LmcjEcjuoJIS3BGQUhLaDEI1qctAWV7x/ZFQJC6rPGNeboXWyuKIqiKErtULAHfjlXYjsZAsNg1PfQZJBobwIc4phv86v+VVJl6X7/UT31BH8hoKWiKIqiKMcA3gL444HyAg2IAfDPJ0PBXn9aWBsY+S04m/nTHJEw5H3R1BzlqKZGURRFURozBXthx/uVb/PmS6DLsNbyPyAY4k+Ck3+H4v1gWRAcC8EJosk5ylGhRlEURVEaIyVFcGA5FB8An7vqfGU1NSDhEUJbyucYQ6efFEVRFKUxkrMRZh8PxakSIqEqYvrWX53qGNXUKIqiKEpjw50jdjRWCWx9E7rcJcu17UHQ/FQIjof8bVCcBaFtGrq2tYZqahRFURSlseHNhfSF8jt9CRSlwPAZMOJLCIqB3E0Q2QMGTwNnkwatam2imhpFURRFaWzYHeCM9Yc7yPgVwjvBr+dJBG6A/XNg80tw4lwJXNkIUE2NoiiKojQ2gmPFY7Ch4y2w/J9+gcZQUgSLL4PC5PqtXx2hQo2iKIqiNEYSxkKbK2SZdkmRLN+ujNwt5QNYHsOoUKMoiqIojRFXHPR9CsYuF+/Bh6MyD8LHIGpToyiKoiiNFWeMfOyBYmfj81TMExwPQY3DWFg1NYqiKIrS2Ckphq53V7LBBr0eBVtAvVepLlChRlEURVEaOweWg88Lg9+BZkMlSnfCyTDic0iZDZ6shq5hraDTT4qiKIrS2AlLgqVXijDT5jJIPA/ytsGSKyXgZa/Hqt7XWwiFe2DPl7JP/GiI6Q+hifVW/eqiQo2iKIqiNHbC2oOrORTuhXVPlN/W8Raxq6mMkmLR5PxytngnBtj8CoQkwklzIaxtnVa7puj0k6IoiqI0dkJbwgmzKgohiedCt3shMLjy/Qr3wYLz/QKNoWA3/PZPCcdwFKGaGkVRFEX5OxDZFU76RUImuA+ItsUZC87oqvfJXAG+4sq37fseitMgKKJu6nsEqFCjKIqiKH8XQprLp7q4Mw+z0QKf+y9XqTbR6SdFURRFUSon5riqt4UmgSOy3qpSHVSoURRFURSlckISoOU5lW/r90LNtD71gAo1iqIoiqJUjrMpDHgJek+RIJkA0X3hxJ8hbkTD1q0S1KZGURRFUZSqccVDlzsg6RKJ8h3gguCmDV2rSlGhRlEURVGUw2OzQ0iLhq7Fn6JCjaIoiqIoR447G7z5EBAswTMbELWpURRFURSl5njzIGMZLLwYfugHc0896LvmQINVSYUaRVEURVH+HF8JFKZA4X4o8ULKz/DjQEj+Xhz6ZSwVwWbLq6K5aQBUqFEURVEU5fDk74J1k2H2cPlkLIZl1wNWxbx/PAhF++u9iqA2NYqiKIqiHI783fDTKInQbShKhcLkyvNbXsjZ3CDBLlVToyiKoihK5VgW7P60vEADshrqcAQE1V2dDoMKNYqiKIqiVE5xBmx/t2J6wS6I6FT5PgEhEFr/WhpQoUZRFEVRlKqwBYDdUTF94/PQ63ERYMrvAIP/B66EeqneoahNjaIoiqIoleOMhg43Qcav5dPztonh8OiFsPcrSFsAEZ2h/fUQ1qbBpp9UqFEURVEUpWriR0PTIZC+qHy6PRhcsdD9/6CkCOxOsAc0TB0PokKNoiiKoihVE9Ichn8C6Uthy2uADTrcAE0GgOtglO7AQ6ehGgYVahRFURRFOTyu5pB4NiSMlf9HiRBzKCrUKIqiKIoiWJZ4DaYEAiMgKKL89qNUmDHo6idFURRFUaAgWVY1zRwE33SBxZdB5h9QUtzQNas2qqlRFEVRlL87Ramw9EpI/tGftvdrSP4BxiyGmH4NV7caoEKNoiiKovydyd8DuRtFoAlrC70fh/AOMhWVvhBW/AeGfQjOmIau6Z+iQo2iKIqi/F3J3wW/3wEhLaHt1dDpFljzGOz9ArBB4rnQ77/gLQRnQ1f2z1GhRlEURVH+jpS4YdMLkL8DovtAu6tg9khwH/Dn2fkh7P8JTvqloWpZI1SoURRFUZS/I8VpsG0auDNh8Luw9XW/QONsAsFxEonbssTmJn+XOOALTYLY4eBq0WCeg6tChRpFUZS/ITk5kJ8PLhdERTV0beoHjweysyE4GMLCGro2RwMW+DziERggZTaEtoFeD4PPKxqc8I4Q2RUWnA+5m/272p0w6ntoOgwCKokN1UCoUHOMk54uH7cbYmKgeXOwV7JQ3+eD3bvh119hwwbo2xd69oTExPqrq9cLWVkQFAQREX+avRyWJfX/4w/YuhV69YKOHaW9ZXG7pfy6pLAQUlJg7VppU58+4HDIzdLng+hoqZdlQXIy5OVJneLiZHtwMAQcxpN4djYUF0NoqJzboiIICYEWLSo/t0dKerqUFxZWu31WXCznISwMbDZJsyz5Nv/375fje73QpEnV4/ZoIj9f6uzzQWSkXG+5udLeiIja7cO9e2H7dti5Ezp0gFatID6+dsrOzYX16+HBB2H1amjXDiZOhN69ZezWJzk5cn04nTIODkdWloyfiAj/OKouXi/s2AGvvCLnsFUrOPVU6NRJzuPRQkmJ3F+cTrmnHGkZOTlSRsifuZQJagL9noeMpVC0H8LaQ4frYclVULhP8nS8Raagygo0AL5imDcOTl0DYUlHVtk6QIWaWsDtlu/9++VBlJwM334LCQkwbJhcrAUF8omIkLeFzEy5YTVrJjeruDgZjHv3ysWblyc3+cRE/wXscMhNJztbbkx5eTBhgggoF14oZWZkQGCg7JufL/sdOCA34TFj4OST4corpU7790vdS0qk7KZNpVybTf4XFcnNID9fPgEBkjcuDsLDJZ9lyZtedrbsY7PJBZWdLTcLs59lwf/+J31zxRXSroICWLpUfnfpIg+L3Fyp865d0pfh4XJhrlgBc+ZI/Tt3ljw+n/SB6bdZsyT9xBPlmIsWwcCBIkSA1CEkRC52m01uHna79Fd4uOSx2aRebrdfUNm2TforOlr64+ef4eab5TyOHQv33AO33Sb5zjlHjnnSSbBsGdx9NwwYAHfeCS+/LIJkly7+/isqknPj9Uo71q+Xtp5/PkyZImlnnAGxsZLH6ZQ0m03a6PXKwzQyUs4zSP/v3Su/d+yQfoyOlvNkWdK3+/fLwzg8XM67xyP9kZ8vAobXK/mDgyWPEdhMf3m98p2WJr8jIuR7yxb44gs4/nh5YAQHyzhfv16O07+/jNEJE+Dss6WfiotFUHU4pG3h4XLs8HAZL+Z4Ho//Zu90SrsM2dlS95ISyVtQIOU2bSp9Exkp+XJzpc+LiuS/3e4/VkGB9KERQn0+/9v8tm0waZLkPe88aNkSli+HH36AcePkv9Mpx8nMhDVr5PzHxcEJJ/j72IxpkP5OTpZyWrWSPPv3yxg94wz53bq11GfAAHkgG2E5NVX6trDQf44CAuS8b9ok157TKRqYyEi5p/h8Mq4XLYJ//EPG7PXXS19s3Ch1tSwpp7hY8ufkyDEiI6W8iAjpM5vNf12VxbL8Y6u4WPoxPFzOC8h3YKDUMzkZnn5a8gwcKP2UkwPz5sHIkZCUJMfJzZVxHBICS5bItdC1q3wnVBEI2uuFffuk75o2lRei556Diy6C+fNFsMnMlO+AADmvQUFyjoqLZSzl5Ul6bKzUGSS/GR9hYbLdbq/8JcXjkTpkZfn7z+2WsZqVJS8pTZtK2SkpUp/Fi/0CXv/+8nwIDJRrprBQ+regoPy1HRgon5AQudbefRd+/x3Gj5cyYmL897rY2ENeHgJdEN0blowHbwF0vVt+G4EGIG6UaGkq7eh8yFahptGQmys39fR0+e/xwMyZMvDOOcd/Y9y0yf+WlZ0N06fLQ6tbN7kofD65yIuK4Kmn4LLL5MYdHy8D2OmUG4jXKzeMFSvkwfj55/Dii3KcnTvlwu3VS27ArVvDxx+LsNOuHVxzjdw89+2Dtm3l5rJnj9QpLEwutuRkuTidTv/FnpUlF9b27TB4sFzsNptcgMHBcgNIS5MLyu2WtsbGys1vzRq5qNLT4Y474LXX5KZlt8Nnn0ldTzpJ2rpzp9TD3CjNhZedLRd8SYkIZebBHBDgF6C2bJHfZ58t6atXi+Bz0knSJy1aSH3j4/0CqM8nF7rLJf3qdku5drucB5cLfvtNtnXoIO3+9Vdo0wb++18RoNq1k/SrroIvv5Qbi9GqzJoFU6fKPitWwEMPwUsvyfho0kQ0Tl26SP/t3St9/Mwz0l+DBsEHH8C118q5yMvzP3SNwGqELrMdpD2ZmdL3LVuKRs7hkE9amrTP45ExFBEhwqTDIX2YkyP9Exws5zwqStpubsBut/+tz+mU9A0b5GFk3rY/+UTG2y23+Pt47lwYMkT60O2Wz/Ll8MYbfqHIaKSaNpX9SkrkJp6TI/+zsiRvUJBsKyiQtgQGSnvMPg6HjIWsLBn/gYGSLy9P6mtZUqf580Xw9XqlvQUFsv/27XJuHA6pk88nH4D//Acef1yukfh4Gb9nnglXX+0XtGw2ETa++w4uuEAEkcJCabPHI/UxLzderwg9nTtLH5rrMS5Oyn3oIRnvRjAAqf/Onf5xu2ePX7NitKBpaXJ9Oxz+cb1vn7Rzzhw51k8/wbp1cq2EhPgFVHNdh4XJuN60ScaR0WQUFsp5iY6WfQMCpF02m+xfWOh/4NvtMoYKCuQ8er1ShrnnbN8ubXjmGblmUlPhm2/kQdysmfR7QYGUt2+ftGv5crjxRhm7hYVy7N27pe9CQ6Ucc77WrJEXiOBgadNHH8Hw4SI833GH7GvOr9stwqzPJ23JzpZ9unaV46emHjQpOfiSZ/osM1PaVlLi19YVFUn7vV6pc5Mmcj/My5Pys7NFEGvSRPooJ0cE/vBwaecpp0i/mLGdmir9EBws+e12/3gICJDtrVrJs2jDBrnPf/ON3DvCwqT8ZcvkXNhs8mxISjpEw71/zsGT8g50vBlyNpZ/0FklYPmokqLUqrc1ADbLMorhY4OXX36ZJ598kuTkZLp168azzz7L8OHDq7VvTk4OkZGRZGdnE1HT+Y9DKCqSCzQkBIqKPKxe/R3t259KaqqD9u1lwJk3wuhoGfQhIfDLL/LQMm+lXq//Lf2bb+C00/yaDfMQioyU7UFBchEnJMjUR/v2kp6aKuVFRcmgDw6GlStle1iYCAWxsfKAHThQLpjMTMnv8fiFBHPjBamTecj7fFL34mLZbh6oRUVyM/F6/W9UkZGSz9Tb65UH27BhUs6BA5LWtKn/YVBQIPvbbODxeFi37jv69TsVh8OB1ysXphH+bDb/m5HPJ3WwLGmnubmEh8u2zEw5Tk6ObC8qkmOaG5R5EJUVEoxQkpfn1xC43SJ49OwJr74qNwy7XfJ/9RWMHu3XYoG0/d135QacmSnnYuBAuaG0aydpkZF+TU14uDwsZs2Sh3HPnlKOyyX9lZAgD6ywMH9dAwPl+OZt0ry9eTzmrVH6sU+fUwFH6dt3fr7sa964PR7pn7g4+TbtcDikD51O6QMzXp1OKcPt9r95ut2SJzJSygsKknL27BEBwIytsDAZg+3bS568PDnu/v1+QSkxUY4bECDjyeGQ+pZNs9v9DxYj1ISGigYqK0s0RBkZ8kA258Q8VDdsEGG6oEDGf06O1CU/X75N37rdUqbH42HVqu/o3ftU9u93EB8vD1QjMDkc0q8Oh+y/ZYu0z7L815ARyEDa4fVKGSEh/u1ZWf6HnNGImOvNPNCKi/1aOsuSdDN+fT7pxyZNpN65udJfph2pqSKcZGb6NUplr32fT8oPDvZP9TZv7r8XmfMcESF5y94nTL8ZAccI0uZFQa5bDytXfkevXqfi8zlKtXseD6xaJfenNm3kPHi9/vuWma5NTZXrwEz5GQHXaF0LCvz3BXPdezwihAYHSzlGI2e3y76m3SUl/pcdkPJCQqQ/4+IkX16e1M1oes34t9n8QqHBnCtz7rKy/NeRESSNgGTy7dvnf8kw59M8G4wAaYQwu93DihXyvGnSxFF6f/r8c7j1VskTFCR9kpoqny++kDaMHevXAJUKNuufghV3AjYYOh0WXlj+YTfwLfjj/vLam7KcskK0PXVMdZ/fR/ksdnk++ugjbrvtNu677z5WrFjB8OHDOeWUU9i1a1e918XcXME/95meLm9J8nCWgdysmX+qoKBAHu7mhmdu1k6nlHXBBVJWeLj/ZhET41eRFxXJhe1wyA3A3BDbt/c/PAw+n1/IadpUBvTIkXIBezx+m5aICDm+UV+a6QXz0AwM9KtYjZBjbCXMTTUgQOrqcvmnyoz2p7AQRozwCyRmaiM0tPz0icMh+xt1v93uF5aM6ta8pZiPab85VlSU/wbl80k/GtsU06/mJhYT439wm3NgpqccDqm3aVdoqNgblJTItJPZr6QETj/d3xcul+yfnw833CBleL0wapT0edu2Ul6zZlJ2YKC0LShI3qLPOkvOUUCAtMnjkZt9YaGcJ3MunE7/OTZTMObGHhEhH5dL0o1mx/R5TIz/3BthOirKr50yfWqENlPPsgKO1yv7BAX5pxmdTvkfFeV/MLZs6deoiYAA3bv7x1t0tF+oczhkHIPsk58v9QwIkH3N+DdTBUbgj4qS7YWFcm306iXHS0jwT6GYcQQyVZubK3UoKvK/BJh2makh08fmYeXxyHkz2irzwCop8WsYi4rEzsu0wUwLltX42Gz+qQ7LkuMYgS8mRvrEnPOwMP/1GRwsfVRWW2bODcix4+KkXDN2fT6//UlEhJQRGSltNNNv5lozLy7m+mnZ0q+9MfeVyEi/wGIENnOvM30SGOgXhIxAYjQ3ZswGBMh5KyyUczRggP/lyJzv/HzRsLZuLUJB587SN+Zlo6xG19igmD6Ji/MLWS1a+LVZoaH+l0UjjIL8j4qS9gcE+LWi8fF+TY7PJ+ffnHMjxJbV9pr+Kvvb3H/MPdGy/MKjeWkqKfEL+uZFp6RE8ph7rLn3mnsx+K9b80Jx772yzdzL8vPhnXdE8/f226JJveYauPxyv3YXgIQxB39YEBgKtkPEgi2vQ7d7qZSEseBqWfm2BuKYEmqefvpprr76aq655hq6dOnCs88+S2JiIq+88kq916WscaC5ONq29T/YzJuZUTkblaLN5n+IG8nfCEDm5l1YKBeWuQDNm4Upzzz0zE0vL0/2bdbM//YzeLDkNw8Bc8GHhvovFiNcBQT4H9Qul/w2WoGyAkR0tH9O3Gg5zDE8HtkeFCRtcrn82hojrJSUSDlJSbK/uVEbVbXH42+nMfg1Nw0z1WI0BgUFUmZIiJRj3iCbNJE08/Awtivm2EaFm5/vN6QzD2KXy29HEhcnfWX6wLwZm7dU81ZoNGiFhfIpKJAbqXnYtGgh7TIP/uJi/8PM1MfhgHPPlePZbNKPZqyEhkpe8+A3QmBYWHmNXlmBsLDQ/xA1N1DT10YING9/Zfc1N1LzFmz62vSxZfmNvAsK5DitW/sfum63/1oA/9gp+7Az/801YLf77QKMRigwUMr0+fwPH8uS48bEyL5FRf5pEjMuvF7/w9loDEJCZL+wMH+esDA5pmmbEUzM9IHNJmPCCHHgvyZ8PqlDeLh/H3NNmDd303+mniEh/vab8WQedB6Pvx+MQGmECnMdGG2lES7NmDbXntG8mXHudPrHvnmZMBpRc3xzjzJj2+HwP9zNOQoO9gurZkyWvaeY82jaExEh3+beFxHht6kzQraZkjf3HHNvi431axmNEOVwSFq7dn7B1NxzjdYV/HZmhwpXRnAIC/OP07LjztxDbTa/BtOMOyN4m6mkyEgZ76ZvwsP9QrXRjJj9zMuAEVjN/d3jkf3MfcBozIwm3whm5po3gpnR7pR9CQS/AONyyX3PXAtGQ7d/v2iWQ0JEsLnsMplSW71ahJxSwcbVAtrfIL+Tf4DWF5V/2GUshdwtMPh/ENbuYCeHif3NwKkQ3JSjicA/z3J04Ha7Wb58Offcc0+59DFjxrBo0aJ6r4+5CRgjPZBBlp0tF2hwsF8da94qjKRubj4ulwzmqCj/m43RlEREyBuleSsF/0AvKfEPaHOT9fnkeEY1b24axpo+MrL8A9rM/dps/gvOCCLmojEPG/OAMw9Ar9f/hmuMaY0NhhFwTD3Kvn00ayY3VqN2B/8DwKhzzUPR3LjNFJa5EYHUwe32vyWaehUU+G86RUX+KYKyWgdzYzDCjWX5VdFGkHC7/W9kZfvZCHPmDbS42P/mZPrQCDvGgNPsd+gbOviNcc2butEqmJu1ebM0xzcPRUNZYdTsZx6sxuDajB8jPJfVxpgboGmneassq1kxb/Hmwed2+89tVpYcw+Qzb9tGMDLarLLCPPhV7uZhW/bt3jyUywp9RkAwb+UlJf4xacZl2QdWfr7fuNmMNdMmMy7MFINpk9EymnYbOxFzrswLgKmzOX9m7IG/7qbeRggwwqK5tsxYLzvdZd7GzQPa2FGY8+5ylZ8WNOPFbDdCjnkpMPU346Xsvua/aUt+fvk2mRcqMy5A+t2cK3Ossv1kzp8Zh0ZjYfq4rJFDkyb+PjfXkTmX5vozL1UmzQjE5j5prgXTDiO4l+1Po8E1Wj1zHZjr3nyMttLcz3Nz/YKx0XaZaz8/399uI3wZrZiZQjeaP6NZMfeWslpTcy8y15ups3k2mH3NNKXpY3N88zww90BzPzP3m8BA+PRT+Ne/xGj/669lKvvqq8UG55FH4LrrDr4IOWOg5yRocRqs/y90/Ce4msPmV8GbB45IcDaFhFMhfrQYB9sdEJxwVC3lNhwzQk16ejolJSXExcWVS4+LiyMlJaXSfYqLiyku8+qYc9Dy0OPx4DEj4wgxN/qCAkrLsts9pQ+HsoPX3ByN+tzcwAxlVwaYQWneqox6suzNydx4iov95ZlmmoereRCUFTSM9qPsBVBWmDLlGSHDCDRmu3lAmRuSeZiCv55mjt6o9s2N12z3ePyqfnPDMhem3CikL91uT+lqBP9csr8PjG2JyVO2D+Vc+B/AUp5fCDB9Yt56ior8b1Nlz425MZW1szDbywpIRqNQ9iZrbnrmhmr+l7VFMcczD2Hz1m6mD2QM+42BzYPN3NRN2UbIMqsjROgz49tTquko2x/Bwf4VdqZe5pyaNptxY/rCPKiMzYzRUpQdx0ZIKLtayfS3mfIw2k0jnJrzaexDzJgyZZv6ldVqmIeAab85L6Z/zNuzuRbB/xAz48EYt5rpgrLnyhj4gudgHTzlpipNvY3AVPYY5mFo3uzNuDBaGzOdYYSKsg9X87JjhAhTZlm7j7LtKGtrYWziytrqGYNTYxBtHppG4DDXvxnfZmGCGQNGO2cELCOsGyHVXCPmPIC/D839xVzPcu495abHzHk1+cpqpHNy/PcIIzAZu7my97qyK7bMuTW2cKbvy75Mmnur+V/2WjPnpeyYLmuQbjQ8+fnljdXNPdUcy5wT82Jp0soKi6Yvy143Zc9X2Sm+slqYwkKpTFGRp/RFwdzvTX8GBYmriZ074dJL/e2ZOVNsd55/3j9mZCBFQ+xYiBoElhuangRtb5TQCIEh4IzzCzCBTeTbB/j+2nO0JlT3mX3MCDUGW9kRB1iWVSHNMHnyZCZNmlQhfebMmYT86QL+mvPrr7Nqvcy/K9qXtcPSpdqPtcHvv2s/1gaLF2s/1hbLlh2+L+Pj5fPhhxW3FRXJCrE1a+qocnVAgVkN8SccM0JN06ZNCQgIqKCVSU1NraC9Mdx7771MmDCh9H9OTg6JiYmMGTPmL69+Sk0t+3bkYcWKWXTrNprgYEfpG05EhMxrGmNBMy1i3ubN3Oz+/X6bhrJvEMYQMy5OVP1lV+uYtybzlm5W7/h8Mkebmel/AzHTTunpsm33bv8UmdGilDUmzcjwz6eblTrGwM0Y0plpALdbyjxwwP9WauxljI2J0ZAY9X5amvRNZqbfRsC8XUVEeFi+fBZduowmMNBBcLD0gVHhmxUYUH4azDisM/ZDRo1dVrtkbJWMxsO8QRltjVkpYjQeZvrMbheVtFk6apyFGa2G0WIYY1bjj8TYmDRp4q9fZKRfK2I0JcZo1UwrmNU1Tqd/uTH4V6yZVVrGcNhMH0RFSZny1udh5UrpR6fTUTpWzSo2o0ExqzOMTZI5z0bzYN78AwP9q5HKTlOaN1uXS7Ybfxhm+sCsTjNvps2byxu40RxGRvqX/IaFybHz8vxGmpYl+5ljmPNVdqVQ2elC8K+sMufD7GMwS8LNtI5ZWWY0GxERsvJGbEU8/PrrLAYMGI3d7igdp0YrYabK8vKkLWbaz2iJjAF7WprfMNqstgoJ8Y818Ps9yc31T8uYKancXP+UkxnbZdtltDSmz801YaZtQI63YYPYqAQEyHaTbjQNdrtcy0YTV9Yw19h3mEUSRmtmppzMuXK7/VNMZuWQ1+th69ZZ9Ow5GofDQV6e37bLbvcvZy8s9I87o+EzGiGzWqjsdL3RHprr2Vy/RptitDxl/xvM9E9RkYylJk38RsdGi2SuzbI2M0ZjZq57ozE2mj9zTzR+wsxKJHN/NaYFZvHIgQNi82O0ODab9JkxlDdaTzO1Za7tDh1GExHhKNUQmXt5QYGMxffek2mmyggKkqXeSUmHf84dTZiZlj/jmDEUDgoKol+/fsyaVV46nTVrFkOGDKl0H6fTSURERLkPgMPh+Msfu91BUZGDggIH2dmilispcWCzOcjLc1BS4iA11cHChZLm8TjIyXHgdjsoLHRQXOwgLc1BVpaDjAzZx5Tp8TiwLPnY7Q42bXIAkrekxIHPJ/sEBzvYu1fyBwbKNnCwYoWDgAAH+/ZJGXv3yj6BgXLsnBz5bcosLnaQmSnHysuT9MJCBzNnSlpysoMDBxx4vVLur7/Kb69X2u92Sz7LcpCf7yA9XY4ZFORg+XIHTqe/7LQ0qW9RkfRjUJDULSdH9s/MlL5MT/e3e+dO2QbynZoq+6SnO/jpJ6lDXp70c1CQg4cflu2FhdIHpn779vnrnJEhdbXZHCxe7GDdOkk3/e92O8jNdbBrl4M1a6S8F1+UdIfDwf79Up/cXOnLN9/0l5ebK9uKimS/khL/+c3NlTLcbgdbt8o2abOD0FBpm9cr6V6vlOnzyXdqqtRt82Y5H3v2SL6VK6Vf8/Nlu+kLoLS+OTly7h580EFIiPyXh7S/bwIC5LzZ7dIXDof0U06O/Aap64YN/rFWWChjKD1djl1cLGUWFMj2wECpz7ZtDlwuabMp1+l08PnnUlZwsIPdu6W8zZulTDMezHidOdN/DViWfHs8/mswIMDBli3SvsJC6bdFi+R/QYG0cds2Kcvl8pfvdEodLUv2O3BA8ttsUk9zbXu9kpaWJm009Vi7Vtq0bZv/mjbnbM8eGcemjy3LQUqKfzzv2CHXV1CQjOXUVGlHcbG0zeORsWbOSUmJlFtYKHVITpZ9srIknxnfNpuUk5vrH4fr10s9Tf1kabX0d26u9KEZeyUlUjeHQ47hdEp5ZhxlZ0udgoPluPv3Sx8GBcnx0tOlH+126e+goPL3yI0b/ddbbq5s/+wzKc/plONu2uRvjzk3gYHye9ky6b+8PH9+r9fBb785WL1ajltYKOXl5cl5NuPAsiTN43Hw5JPSVtNXPp+Mw6IiSU9LkzYXFUmeoiKpf06OHLe42EF4uHxv2SJt9vnkOOnpUq/gYAdTp0p+c65KSvxlFRb676cej7/Ptm+XOhUXS1u9XskL0pepqVKPnBzJ89prUl5IiP+eWlhY+Sc7+68/AxviUx2OGaEGYMKECbz55ptMnTqV9evXc/vtt7Nr1y5uuOGGeq+L8XHhcIimBfz2KIGB4ijKssTp2KxZIhlnZvrnS42UHhgo+9tsMGOG/83HzK3m5oqBbWqqeKUNCIDNm/1vCDt3yrGNZ9eAAHlLMOff7ZYl3Skpsm3VKplTTUmRNwRj+PvVV/45avN28PHHUu+HH/Y7ulq0SOo4f77kz8oST6c2mzjUsizxsup2y7YuXWQZu3EilpEh295/X37b7fIdFib9tHu31DsrS97cVq4UwzaQPsnPF6d2Zl68e3dxqBUeDj/+KO0LDpa2ORzSF3v2iJfS1q2lD10usf4PCpJ+M47a3G4xnjNaiksvld9xcdK+Hj3kLdcYNRYU+DVoXbuKQz2fTxwi7tnj91vy+uv+t9mnnpJ04yAQYOFC2W/5cnHqFhIi9Teapo8/NrZb4lAwNtbvD2jXLllunpnp1/wYb64gZZpzb7OJnwrjVmDLFunP7Gy/JmbPHr9m75VX/I7OFi6U/IsWyfkFceDmdIrzsIwMKT88XP6XdUwG5R0HGoPkvXul7x0O8V+zfr203bgg2LzZr7F64AFZLu1wiC8O8xa9d6+MnbQ0OUazZjIezIq0nj1lJaDNJts++0zOxd13Sx/8+KP837nTb19hDEczMsRrK/htKNavl7z5+XK+jfbAbvd7eM3P9xucNm/ud4JY1u7Dbhfnjh06SN3eflvO4+jRfsdyZsVZfr6k7d4tWgOjMfviC+mjkhLxtGs0DCEhcp6MFszcdyxL+sDYyxjbGeMHy/h22rnTP16MY80NG/xaYeO9OS1N6hQVJX6zzDURESH9awxyjUE5SBn79okvIaNd3rbN727giSf816IxjM3Pl3aY8ZCfL/eEsmNq2jRpz9Spcn8z5/PFF8vbJr33npyzGTNk+/Tp0qa0NLmWMjOlvRkZ/nthcrJoNcy9r7hYtN6LF0sZW7bA99/L7/Bwacu8eXLc1avlnI0ZA7NnS52nTJE0oznavVvO6c8/+42hs7L8zlDtdn8oHONEEvway/XrpZxx42R8G7uh0aOrfn6NGuX3st3YOKaEmgsvvJBnn32Whx56iN69ezN//ny+++47WrduXe91cbn8wsO8eZJmDCg3bRK/I+ZiXL5cHNA1bVreb0ZYGCxYIBf4ww/LYFy2TG4g5iYTEiICzZo18sC5917/4E5NFUd+990nxzdegZs2lZtgXJx/Zc3s2XLMqVP9BpvGG6fTKRby554rN4nbb5e0//s/8THz4INykeXmyo03IUHK+s9/ZMnyyy/LTcEsPRwyRC7st96SC6dPH3jsMdlu1NInnCAPgYICuTkHBcHQof6bvrmYZ86UupiHfHS0hFm4/365GZZd0dOvn+QZOVIekmbqJjZW6vDVV9JXd90l3ocffdRvzGfyBweLR1zLkm/zAPd4pPywMCk/Jkbq+u67cl4GDZKb1R9/iM+JKVOk/klJ4sk0KEjGxRVXyLlr3lyOvWaN9L3bLb5txo0T1/XR0f4VOrNn+5fxv/yy1D0zU8rIypLfZgbWLOH+/HP5366dP237dhECBwyQG/gVV/in75xOca3eqpV4SLYs8Q48frycw5494cknRSA67TRxs5+SImX36iXjbcUKOWanTrL/Qw/5H/A5OTKezJRQWJj0bXy8CBb9+olTsPfek7QdO8Tzq90u/jXuvFOEgPR06ft588S1f0KCjD3jWC4/X7yyGsGsqEh8dZxwgt/Ddm6uPNSMX6ndu+WYGRkyppYu9Y+1tm39/Wp84XTqJNd3UpKUn5gI//63pAcGSoiU33+Xcbdpk/TdAw/4HXCGh0t7OnWSPmrRwu9dOjhYXnJMyAfjUyk1Vc730qX+lYHGidrnn4vA/dFH8rJht8s5+fVXqWNUlH9FzMcfy3g3Lxfh4TIWMjL804QejxynWTM5vgmB8euv/iknIyjs2OE3eN68WYTM4mK53p96yu8p3Ex1manZ1FTZ7733/MeJiZFz99xzfmP5N97w3ysXL5byAwP9S6nNdGn//nId3nef9P2sWdLXffrIvdfpFMHroovESHbDBtm3b19Jf/ttuTfl5YkgZKZLQ0KkX9u0kevgp5/812XLliJQtGghYyk0FH75RcZE9+7+VYKrVsmYcDjkOr38cunvNWskHMbAgf/f3r3HVVXm+wP/bGBzxy135KKgVmaABabiqbyRJWqak6mZo3Wyl5qO1oxZ6fy0mo7kmalmOk02qR2bU8fOLy+vZiSVmQrtJ94lwdsL74ASoCAochGe3x/f8+zNFlAuG7fs/Xm/XryUvRdrP+u713rWdz3rWc8j+3ZCAvDMM5YBW+PjpT+M/g6uXpXpRfRFl36Me8cOy4MI+gEAd3c5lptKbDw8ZHqK2z3P1+3SqZIaAJgzZw7OnDmD6upq7N+/H4888ojdytKzp+xIkybJ7/n5lsd0J08GPvxQdroBA6Ti27zZ8lSAnmMkLk4O0nnzLJWWngNEj2tQXCwH5r/+qwyfbzDI/DMnTsgOPnKkJE56jiLdr0E/bl5bKyfdJ5+UweOSk+UEd9ddwKpVcuD5+krFnJsrB+fs2VJxfPmlnPz12C1paVIZxMdLkvDpp7KOIUPkYNGjg16+LK0Cn3wiB1BoqDxe6OEhlVdgoGx7ZqYkNb/9rSRjvXpJLP/2N6kwZs6UilpPM+HhIeV6+WVJQvbulQqyrEwO4nvvlQpCTwionxLy8JCTcX6+VCphYVJJffihfGd67qwVKySux47JT0SEJCp6HJ5vvpHv7dFHpaKZO1dOmH/4g6X1KSVFrupGjLCMZ1JWJnEJDLS02ugB3T7+2DLQ4rffSuWmh/H38gI++EC+Oz0uzOrVUnEfOiStF/qx2YbjI+lWIP3E1rp1Ep/aWkmMQ0JkLqMBA2Q5g0E+18dH3tdz8nzyiSRuP/wgLVdjx0ol+/bb8nm//a2Us0cP2Z/0FAy68i4okLJt2CAtJtnZss9cvSqJzMSJcuLR/Z2efVaOjwcekDIMHChTjqxdaxnwbOFCiYmPj1yZ6gHlAgIsFwEZGZYTZX29HHuDBlmuyp96SsrXu7fsgydOyPp1wrJypcRFP66t+53U18v6779fvjfdB2PhQkm89Zxs69fLNsbGyv6yZIn8/s9/ShmWL5eTUWCgJLM6YS4pkeXq6yVp1I8E69F9H3zQ0rIXFSWfn5ws++7mzZKgHT8u37tOuvTj6hUVlrm36uokIamulm3x8ZGyubnJ1AWhoZJs6vFjIiLkJzfXMkhgTo5s3+bNUj69P58+LfFatMjSB6vhYHm+vpbW44kTJfE5dEhe69pVPtNgAObMkQuC69fl+Jk+XY6td9+19O3TT/X16SP7ZGmpxGj4cIllbKzs9//5n5a5pB54AJgyRerNRYtkf4+Pl3ro3DnZrtmzJRG/eFG+u4ULJa6xsZbxsHJyZJ2DBsnAqaNHW0bp1X3UoqLkp7hYRozXIyOHh8s6jh+X7dJTOnzwgbREvvOObOMvfmF5ktTfX+I/fLh8xpEj8r0995xciJhM8v3q1iRAErj335d61d9f9vu9e2WKHkfV6aZJaA9bTpPQUFVVLbZuTUNGRgouXTJi3jy5MhswQE5Gzz4rB/ayZbIzV1VJxaBPnv/yL5ZxXhqOfqpPyF27SjJRVyeVdU6OXAnNmCHvv/22JAinT8sVhYeHVEp6Mjt9a+Lpp6UVJTBQDho/P7kSyMiQK7voaLkqefJJuWIqK5MKb9YsqWh695Z1X7wolVV5uZzkxoyRkSo//1wOnOnTZd26o/PKlZL09OljPepsTY3EoKBArlDq64GkpFosWiRDgH/9tRFffy0n+McflwPTZLIMMldSYrlS02NLBAZKUpOZKS0qnp5SEcTHWwba8/GRdeTny89//Zd8L5MmWR7BPHVK1vvGG1Jp9O1rGVSvrs4yH1KPHpYr07//XSrdBQtk+1eskPguWCAx0R0xGz6yWVUlJ5dTp6Sye/ppSdhGjJAEJyZGKraaGonvsWMSq/h4qThDQhrvjxcuAKWltcjNTUNUVAoqKozw95dWg5Mn5TvTt3XS0uTqduhQqbijoyWWWVkSo+Bg+Qw9tsyECZK4JidLQtejh5yctm2TAb769LFUqJ6eEl/dAvHwwxKXkSNl354wQfatggJJqB56SGJy8KBcLUdHy7pXr5ZKOCFBEll/f/kOdYvGkiVyQgwIkNuHH3wgrRcffSQnsOBg2Vf1bS/dQTc5WfbHVatkvzh9Wvbx/Hw5Qbm4AJMn1+Lpp9Pg45OCbt2M6NLF0klXd/7Wnc9153wvLzn2q6vlBDRzpiTbSskJTlc9BQWyjt27JcmZNs0y5lN+vmyLHsMlLMzySG9JiSSaY8bIca47Nfv6ygl63z45acfGyufedZdsd36+JA+BgZaLny1bpIy6Vbe8XJKbZctkP3vsMfneq6vl4uK556SuMBple/UDAnpf1h1q8/LkWA0K0rezZbqJyMgUuLkZzXMf6dYi3Xn8yhX5Hr28JLl85hnZrgkT5Njo0kXiefy4HI+vvSZ1lb71npkprVGzZllGd244xpAebO/aNYnT1q2yHwQHS/zXrpVlXnxRjjU9cN/ixRKjAwekHkpIsNSBCxbIdsyeLcdEZaXc3omKkvLHxMh31r+/bKOe6PjVV2W5K1ekTEOGyPeWmGjpnK0fovDyku/wu+9kn/zv/5Zju6TEiIsX5fjQrW3h4ZaBXPWtKH07Lzi48952aun5m0mNDdTW1iItLQ3JySn/22FRdqYtW+QKYelSuXJbu1YOplGj5CQYEiKVwv/8j5zcH3xQrlxunPIAkAppxgxZ5qGH5Pf775cdubhYkpqePS2z9TaloEBaFPLy5GDT/QxiYuR9/SROdbUcrKtWSYtJ165yK+Dhhy0z+eqxGfLyJPPPz5fKwd/fMly7Je5SWfv5yboa0vOW5OdLopWVVYtPPknDpUspGDvWaH6ayMvL0lpzK3perq1bpRyDB0u5goMtzeYN6SPgxpEBdJ8lPTFlXJzcGoqOtlzBa5WVUsnrPji6+friRXlftyLc6MoVSSqLi+WKb98+uSWRlycnm2HDJAnRfU900/KNn38jvU/GxaX8b6dey1NoRqNlpOe6OsvM8J6eEiN/f0lsLl60TLehJzXMz5cE5i9/kXi9+KIknM3NlgxY+nSUlEjrS1qanJyWLJGK/oUXpPUBkM9OTZUrSv2Zum+ZHvH5RsXFlgkJAwJkm+bPl2MuOlpO/vfdJ8l6wyTw3Dm5taeXmzNHTpTXrsmyu3cDXl5yApkyJQUGgxF790qCezN1dXJCfOUViZWLiyRJ//7vcqJtagSKwkJLv5cPP5QT2759kmglJ8t307OnHPN6dFvdjyk01DKXWU2NtAbolq/wcOt9vq5O+rTo0ZR1bJWS5SMjZd8bO1aS14ZGjZJjoaXHYUN6f0xJSWlxh8+iImkZff11y6TB06ZJ66BOLAMCbpicEbIv6Fa65upCwBILPZfUxYuyLz77rCRzpaUS/169JNmNiGh6PefPS32+d6+0hJtMEtuYGImnfpLt4EE5XrKz5e9mzpT9fOxY67mnIiOlf42eNqQhueCoxaVLaXjuuRT84hdG80VUeLhlwEdHxKSmCR2d1DR1wJaU6EeVLScJ3VTeUMNBoJpz4YJcaa1ZIzvwxImy4zd1td4cPXy2foQ2OPhm2yUHtu5w29FkRmiZ+K41lV9H0wOn6Q7etqb7Ql24IFfQetZsb285YYWG3jqJuVFbTiKtUVoq/7Z2v9Azibu5WfbbS5ckMdF9CSIi2h/ny5dlP9ePq4eEND7mNN0K1fAzCwqkZWz16lr84Q9p+PrrFCxeLJPVtvTEofs7GQzWc27dyrVrsi80HLTR19fSb+p2KCiQ22OrVsnxP3euJFptSWiAtu+PdXWSZJWWyjEQGtqxdVFhoeyLNTWyz4SFNX0hdKOqKvlbPcmvvl14o+Jiy8VPQIB8r3l5klzn5sqFY0KCtPI0R8fy/vtT4OFhbPN30tm09PztwHndnSEoyPL/m43315JKvFs3+RkxwnqY7tZwd7/5AdOQ0di6hKm99BVOVtbt+8yW0ONZdBR3d2mJsUN/9zZr64mlqdaWgIDmE462Mpla3syup6VoKCJCbg88+6zccviP/2h9s33Xro1bJlvCy8vSQdleIiKkX+DYsZaOsfbg6iqtaLdrPBU9YF1reXq2rIzBwY0vJHv1svQlbI0bW+FIMKnphBy5iZHoTuHqajnB2eukbm8dmcwTdYRO9/QTERERUVOY1BAREZFDYFJDREREDoFJDRERETkEJjVERETkEJjUEBERkUNgUkNEREQOgUkNEREROQQmNUREROQQmNQQERGRQ2BSQ0RERA6BSQ0RERE5BCY1RERE5BCY1BAREZFDYFJDREREDoFJDRERETkEJjVERETkEJjUEBERkUNgUkNEREQOgUkNEREROQQ3exeAiIiI7KiqGKjMA0oyAY8gIHAA4BUOuHrYu2StxqSGiIjIWV07D2Q+BxRus7zm4g48vB4ISwZcPe1Xtjbg7SciIiJnVH8dyF1pndAAQH0NsP1JoDLfPuVqByY1REREzkbVA1dOAcf/1Mz714ELW29vmWyASQ0REZGzqTgJlOUAtZebX+bq2dtXHhthUkNERORMrl8DjvwbcOUE0DWu+eVCh92+MtkIkxoiIiJnUnMJKPgbcOIvQN9FTS/j1xvoGn97y2UDTGqIiIicigLcfIErJ4HCfwID1wC+PeUtgysQNQEYlg54R9i3mG3AR7qJiIicRfUloOhHoMcU4EgqcOoz4NI+oM+vAc9gAC5Alz6Ab7S9S9ombKkhIiJyFpf2ATunAAH9gYBEea0sG9j3EvDj00BRBuAVZt8ytgNbaoiIiJxB9SUge6n8f9cMIPEDAAagMB1w9QZ6TAL8HwA8Au1YyPZhSw0REZEzqKsCrpyW/1+/Aux+ATj0f4D6WqC6GMj9s/S16cSY1BARETkDN5/GTzRdKwDy1svTUP4PdLppEW7EpIaIiMgZuJuAuDebfs/VC4ieChgMt7dMNsakhoiIyFl0jQUe+r8yG7fm2xMY8R3gE223YtkKOwoTERE5C6MfEPkkEDgQqL4o49J4BgFe3exdMptgUkNERORMXFwBnyj5cTC8/UREREQOgUkNEREROQQmNUREROQQmNQQERGRQ2BSQ0RERA6BTz8RERERUFcL1JQAcJEZuw2dr92DSQ0REZGzu3IGOLESOLsOcHEHer8I9JgMeEfau2StwqSGiIjImV05A6QPBq5dsLx2cCFw+q/A0M2dKrHpfG1LREREZBt1tcCJT6wTGq3sEFD8/25/mdqBSQ0REZGzqrkot5yac3I1cL3y9pWnnZjUEBEROSuDQfrQNMfVE50pVeg8JSUiIiLb8ggG7prV/Pt3vwS4ed6+8rQTkxoiIiJnZXABuj8NdL2/8XuR45t+/Q7Gp5+IiIicmXcEMPTvQMlO4OQauR1191ygazzgFWrv0rUKkxoiIiJn5x0BdJ8IhI8GDK6Aq4e9S9QmTGqIiIhIuHnbuwTt0mn61ERHR8NgMFj9vPbaa/YuFhEREd0hOlVLzVtvvYWZM2eaf/f19bVjaYiIiOhO0qmSGj8/P4SFhdm7GERERHQH6lRJzbvvvou3334bUVFRmDhxIhYuXAh39+YHDaqurkZ1dbX59/LycgBAbW0tamtrbVYuvS5brtNZMZa2wTjaBuNoG4yj7ThrLFu6vQallOrgstjE+++/j4SEBPj7+2PPnj14/fXXMW7cOKxatarZv1m2bBnefPPNRq9/+eWX8Pbu3J2hiIiInEVlZSWeeeYZXL58GV26dGl2ObsmNc0lHQ3t3bsX/fv3b/T6+vXr8dRTT6GkpASBgYFN/m1TLTVRUVEoKSm5aVBaq7a2Funp6Xj00UdhNBpttl5nxFjaBuNoG4yjbTCOtuOssSwvL0dQUNAtkxq73n6aO3cuJk+efNNloqOjm3x90KBBAIATJ040m9R4eHjAw6Pxs/ZGo7FDdoaOWq8zYixtg3G0DcbRNhhH23G2WLZ0W+2a1AQFBSEoKKhNf3vw4EEAQLdu3WxZJCIiIuqkOkVH4czMTOzatQvDhg2DyWTC3r178fLLL+OJJ55A9+7d7V08IiIiugN0iqTGw8MDX331Fd58801UV1ejR48emDlzJl599VV7F42IiIjuEJ0iqUlISMCuXbvavR7dJ1o/2m0rtbW1qKysRHl5uVPd4+wIjKVtMI62wTjaBuNoO84aS33evtWzTZ0iqbGViooKAEBUVJSdS0JEREStVVFRAZPJ1Oz7nWacGluor6/H+fPn4efnB4PBYLP16kfF8/LybPqouDNiLG2DcbQNxtE2GEfbcdZYKqVQUVGB8PBwuLg0P22lU7XUuLi4IDIyssPW36VLF6fayToSY2kbjKNtMI62wTjajjPG8mYtNFqnmaWbiIiI6GaY1BAREZFDYFJjAx4eHli6dGmToxdT6zCWtsE42gbjaBuMo+0wljfnVB2FiYiIyHGxpYaIiIgcApMaIiIicghMaoiIiMghMKkhIiIih8Ckxgb+/Oc/IyYmBp6enkhMTMSOHTvsXSS72b59O8aOHYvw8HAYDAZs2rTJ6n2lFJYtW4bw8HB4eXlh6NChOHz4sNUy1dXVmDdvHoKCguDj44MnnngC+fn5VsuUlpZi2rRpMJlMMJlMmDZtGsrKyjp4626f5cuX48EHH4Sfnx9CQkIwfvx4HD9+3GoZxvLWPv74Y8THx5sHKktKSsK3335rfp8xbJvly5fDYDBgwYIF5tcYy5ZZtmwZDAaD1U9YWJj5fcaxnRS1y7p165TRaFSffvqpOnLkiJo/f77y8fFRZ8+etXfR7CItLU0tXrxYrV+/XgFQGzdutHo/NTVV+fn5qfXr16vs7Gw1adIk1a1bN1VeXm5eZtasWSoiIkKlp6erAwcOqGHDhql+/fqp69evm5d5/PHHVWxsrNq5c6fauXOnio2NVWPGjLldm9nhHnvsMfXZZ5+pnJwclZWVpUaPHq26d++urly5Yl6Gsby1b775Rm3evFkdP35cHT9+XL3xxhvKaDSqnJwcpRRj2BZ79uxR0dHRKj4+Xs2fP9/8OmPZMkuXLlX33XefunDhgvmnqKjI/D7j2D5MatppwIABatasWVav9enTR7322mt2KtGd48akpr6+XoWFhanU1FTza1VVVcpkMqmVK1cqpZQqKytTRqNRrVu3zrxMQUGBcnFxUVu2bFFKKXXkyBEFQO3atcu8TGZmpgKgjh071sFbZR9FRUUKgMrIyFBKMZbt4e/vr1atWsUYtkFFRYW66667VHp6uhoyZIg5qWEsW27p0qWqX79+Tb7HOLYfbz+1Q01NDfbv34+RI0davT5y5Ejs3LnTTqW6c50+fRqFhYVW8fLw8MCQIUPM8dq/fz9qa2utlgkPD0dsbKx5mczMTJhMJgwcONC8zKBBg2AymRw27pcvXwYABAQEAGAs26Kurg7r1q3D1atXkZSUxBi2wUsvvYTRo0cjOTnZ6nXGsnVyc3MRHh6OmJgYTJ48GadOnQLAONqCU01oaWslJSWoq6tDaGio1euhoaEoLCy0U6nuXDomTcXr7Nmz5mXc3d3h7+/faBn994WFhQgJCWm0/pCQEIeMu1IKr7zyCh566CHExsYCYCxbIzs7G0lJSaiqqoKvry82btyIvn37mit3xrBl1q1bhwMHDmDv3r2N3uP+2HIDBw7E559/jrvvvhs///wzfve732Hw4ME4fPgw42gDTGpswGAwWP2ulGr0Glm0JV43LtPU8o4a97lz5+LQoUP48ccfG73HWN7aPffcg6ysLJSVlWH9+vWYPn06MjIyzO8zhreWl5eH+fPnY9u2bfD09Gx2Ocby1kaNGmX+f1xcHJKSktCrVy+sXbsWgwYNAsA4tgdvP7VDUFAQXF1dG2W+RUVFjTJtgrmH/83iFRYWhpqaGpSWlt50mZ9//rnR+ouLix0u7vPmzcM333yD77//HpGRkebXGcuWc3d3R+/evdG/f38sX74c/fr1wx//+EfGsBX279+PoqIiJCYmws3NDW5ubsjIyMCf/vQnuLm5mbeTsWw9Hx8fxMXFITc3l/ukDTCpaQd3d3ckJiYiPT3d6vX09HQMHjzYTqW6c8XExCAsLMwqXjU1NcjIyDDHKzExEUaj0WqZCxcuICcnx7xMUlISLl++jD179piX2b17Ny5fvuwwcVdKYe7cudiwYQO+++47xMTEWL3PWLadUgrV1dWMYSuMGDEC2dnZyMrKMv/0798fU6dORVZWFnr27MlYtlF1dTWOHj2Kbt26cZ+0hdvcMdnh6Ee6V69erY4cOaIWLFigfHx81JkzZ+xdNLuoqKhQBw8eVAcPHlQA1HvvvacOHjxofsQ9NTVVmUwmtWHDBpWdna2mTJnS5OOKkZGR6h//+Ic6cOCAGj58eJOPK8bHx6vMzEyVmZmp4uLiHOpxxdmzZyuTyaR++OEHq0c/Kysrzcswlrf2+uuvq+3bt6vTp0+rQ4cOqTfeeEO5uLiobdu2KaUYw/Zo+PSTUoxlS/36179WP/zwgzp16pTatWuXGjNmjPLz8zOfMxjH9mFSYwMfffSR6tGjh3J3d1cJCQnmx26d0ffff68ANPqZPn26UkoeWVy6dKkKCwtTHh4e6pFHHlHZ2dlW67h27ZqaO3euCggIUF5eXmrMmDHq3LlzVstcvHhRTZ06Vfn5+Sk/Pz81depUVVpaepu2suM1FUMA6rPPPjMvw1je2vPPP28+NoODg9WIESPMCY1SjGF73JjUMJYto8edMRqNKjw8XE2YMEEdPnzY/D7j2D4GpZSyTxsRERERke2wTw0RERE5BCY1RERE5BCY1BAREZFDYFJDREREDoFJDRERETkEJjVERETkEJjUEBERkUNgUkNEDsFgMGDTpk32LgYR2RGTGiKyuxkzZmD8+PH2LgYRdXJMaoiIiMghMKkhojvK0KFD8atf/QqvvvoqAgICEBYWhmXLllktk5ubi0ceeQSenp7o27ev1YzFWkFBASZNmgR/f38EBgZi3LhxOHPmDADg2LFj8Pb2xpdffmlefsOGDfD09ER2dnZHbh4RdSAmNUR0x1m7di18fHywe/durFixAm+99ZY5camvr8eECRPg6uqKXbt2YeXKlVi0aJHV31dWVmLYsGHw9fXF9u3b8eOPP8LX1xePP/44ampq0KdPH/z+97/HnDlzcPbsWZw/fx4zZ85Eamoq4uLi7LHJRGQDnNCSiOxuxowZKCsrw6ZNmzB06FDU1dVhx44d5vcHDBiA4cOHIzU1Fdu2bUNKSgrOnDmDyMhIAMCWLVswatQobNy4EePHj8eaNWuwYsUKHD16FAaDAQBQU1ODrl27YtOmTRg5ciQAYMyYMSgvL4e7uztcXFywdetW8/JE1Pm42bsAREQ3io+Pt/q9W7duKCoqAgAcPXoU3bt3Nyc0AJCUlGS1/P79+3HixAn4+flZvV5VVYWTJ0+af1+zZg3uvvtuuLi4ICcnhwkNUSfHpIaI7jhGo9Hqd4PBgPr6egBAU43LNyYj9fX1SExMxBdffNFo2eDgYPP/f/rpJ1y9ehUuLi4oLCxEeHi4LYpPRHbCpIaIOpW+ffvi3LlzOH/+vDkJyczMtFomISEBX331FUJCQtClS5cm13Pp0iXMmDEDixcvRmFhIaZOnYoDBw7Ay8urw7eBiDoGOwoTUaeSnJyMe+65B7/85S/x008/YceOHVi8eLHVMlOnTkVQUBDGjRuHHTt24PTp08jIyMD8+fORn58PAJg1axaioqKwZMkSvPfee1BK4Te/+Y09NomIbIRJDRF1Ki4uLti4cSOqq6sxYMAAvPDCC3jnnXeslvH29sb27dvRvXt3TJgwAffeey+ef/55XLt2DV26dMHnn3+OtLQ0/PWvf4Wbmxu8vb3xxRdfYNWqVUhLS7PTlhFRe/HpJyIiInIIbKkhIiIih8CkhoiIiBwCkxoiIiJyCExqiIiIyCEwqSEiIiKHwKSGiIiIHAKTGiIiInIITGqIiIjIITCpISIiIofApIaIiIgcApMaIiIicghMaoiIiMgh/H9a1siWBmuM6AAAAABJRU5ErkJggg=="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 50
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-05T08:02:45.579446Z",
     "start_time": "2025-01-05T08:02:45.564140Z"
    }
   },
   "cell_type": "code",
   "source": "",
   "id": "b289f4e46c99378d",
   "outputs": [],
   "execution_count": 50
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
